Internal
Autobiographical Map Model for Understanding and Transforming Repetitive Human
Behavioral Patterns
Stoyana Natseva
Research
Scholar, Azteca University , Chalco, Mexico, Founder - Happy Life
Academy
Nstoiana@gmail.com
Abstract- The research is based on
the mechanisms of sustainable human behavioral change which is studied on the
basis of structural psychological model referred to as Internal
Autobiographical Map (IAM). This model postulates that human behavior is never
determined by the conscious choices or immediate situation alone but a powerful
contribution of internal cognitive structures which are established through
autobiographical experiences. The study is centered on how childhood
experiences have a role to play in the development of an inner meaning of self,
other individuals and the environment around them. Subsequently, these
interpretations become stable cognitive patterns in which emotional reactions,
anticipations, and patterns of behavior are directed in the course of life.
These internal structures are triggered automatically as persons face scenarios
that are similar to those previously encountered, and they tend to initiate
repetitive emotional responses and behavioral reactions in other aspects of
life like relationship, career development and personal development. To
describe these processes, the research combines the knowledge of neuroscience,
autobiographical memory organization theories, and psychological identity
development theories. Another concept that is presented in the research is the
Direct Change Solution (DCS) which is an organized intervention process that is
aimed at assisting people in recognizing the fundamental experiences in
autobiography and the inferences that people made on the basis of those
experiences and the rules and roles of behavior that can shape their behavior.
By doing this, people can be in a better position of recognizing the
psychological frameworks behind their choices and responses. The results show
that these internal autobiographical frameworks and not external situations per
se are a major determinant of repetitive behavioral patterns. Through the
raising of awareness, re-perceiving the past, and making intentional decisions
about new behavioral practices people can slowly change the woven patterns of
the psyche. The research findings are that sustainable behavioral change is not
only a motivational or a willpower process but a process of restructuring the
internal autobiographical system that regulates human perception, emotions and
decision making processes.
Keywords- Internal Autobiographical Map (IAM), Behavioral Patterns, Autobiographical Memory, Psychological Identity,
Behavioral Change,
Cognitive Structures,
Childhood Experiences.
The human behavior can be often
characterized by a paradoxical tendency when people are consciously willing to
change yet repeat the same behavioral consequences in various spheres of life.
Individuals might be able to identify the patterns of actions that lead to
suffering, disappointment or unhappiness but regardless of their knowledge,
they still tend to engage in the same relationship dynamic, emotion response,
and pattern of decision-making. As an illustration, a person might tend to
repeat certain relationships that result in disagreement or emotional
disillusionment despite the vow to himself that he will make other decisions in
future. Others can constantly be faced with repeat problems at work, including
avoidance opportunities, inability to handle authority, or even undervaluing
themselves [1], [2], [3]. This effect of repetitive
behavior presents a critical question with regard to Psychology: can people
have the mental capacity to perceive problematic patterns, and still so much
hard work is necessary to produce permanent change? Psychological research has
tried to provide the answer to this question through the traditional methods
where attention is paid to the personality factors, motivation level,
environmental factors and conscious decision making processes. Numerous
classical behavioral and cognitive theories suggest that people behave mostly
based on historic habits, reinforcement backgrounds or belief systems. On the
same note, psychological models like Cognitive Behavioral Therapy include the
focus that maladaptive behaviors and emotions are caused by dysfunctional
thoughts [4], [5]. Although these strategies have
been useful in offering insights as well as practical intervention measures,
they usually fail to explain the reason as to why people keep recreating the
same life situations despite being made aware of their thoughts and actions.

Figure.
1
Human Behavioral Patterns
In most instances, individuals
can effectively alter certain habits or temporarily transform their behavior,
but the overall trends still resurface at other situations, there is an
indication that there is more fundamental structural mechanisms governing human
behavior. The new studies in cognitive science and autobiographical memory
indicate that repetition of behavior is not merely based on the surface habits
or beliefs but it is rooted in more fundamental cognitive structures that are
developed in earlier stages of human life. Childhood is one of the critical
periods during which individuals form the basic understandings about
themselves, other people, and the world around them [6], [7], [8]. At this stage of development,
children are exposed to experiences most of which they might not be emotionally
or intellectually prepared to comprehend. Consequently, they develop simplified
internal explanations so that they can make sense of complex or emotionally
charged events. These descriptions slowly become part of the long-term
autobiographical memory and they are the basis of the personal identity [9], [10], [11]. These interpretations develop
over time as the basis of implicit rules that direct expectations, emotional
responses, and strategies of behaviors. According to neuroscientific studies,
memory does not act as a storage system that is a passive storage structure;
instead, it is an adaptive system that aids in prediction and decision-making.
Using the past experience, the brain is always active trying to predict
possible future scenarios and retain its psychological stability. Repeated
behavior here can be conceptualized as a predictive behavior whereby people
unconsciously repeat the common patterns since those patterns conform to
internal prevailing patterns [12], [13], [14],
[15], [16]. Although the result of these
frameworks may be undesirable, it may still be psychologically correct due to
the fact that it aligns with the internal logic that is developed at earlier
stages of life. Therefore, behavior change based on conscious intention can be
ineffective, as the mental representations are not completely removed and they
are still influencing the perception and responding patterns. It is against
this conceptual backdrop that the current research proposes the idea of the
Internal Autobiographical Map, a psychological model of structure that aims at
explaining how these personal experiences are arranged into internalized
structures that regulate the human behavior through time. The Internal
Autobiographical Map, unlike most of the traditional psychological models which
are based on individual thoughts, feelings, or outward behavior, looks at how
identity itself is formed by interpreting the autobiographical experiences.
This model assumes that people use the major events in the early years to
develop internal narratives, and through these narratives, people build their
assumptions about their safety, belongingness, responsibility, competence, and
interpersonal relationships, which change progressively over time [17], [18], [19]. Such assumptions are then
converted into internal rules of behavior which shape the way people react to
challenges, opportunities, and social interactions in the course of their
lives. That is, the life path of an individual is not predetermined by external
factors only but is highly imprinted by the internal system according to which
the past experiences are observed and arranged. The mapping of these internal structures
can allow one to see the invisible logic of recurring situations in life, such
as self-sacrifice, avoidance, perfectionism, dependency, or emotional
withdrawal patterns. This viewpoint broadens the extant theories in Cognitive
Science whereby the problem is focused around autobiographical organization
instead of single cognitive distortions. Therefore, the Internal
Autobiographical Map offers a paradigm of the mechanism of entrenched
psychological patterns development and their maintenance over extended time
intervals. Referring to this theoretical background, the main research question
that will be referred to within the framework of the study is as follows: why
do people still keep on repeating the same behavioral and emotional patterns
despite them having a conscious desire to change and how can they change the
patterns in a sustainable and structurally relevant manner? To answer this
question, it is important to go beyond the initial analysis of behavioral
change and the superficial aspects of it, and to delve into the underlying
processes of integrating the autobiographical experience into the internal
cognitive systems. Hence, the paper explores how early experiences are encoded
into enduring psychological frameworks that determine how one will perceive,
emotionally respond and make behavioral decisions. More so, it suggests a
systematic methodological process by which these internal patterns can be
identified and the process of altering them by deliberately changing the way
things are interpreted and how behavior is structured is made possible. The
research aims at making a contribution to the more integrated study of human
behavioral change by analyzing the structure of autobiographical memory and its
contribution to identity and decision making. In the end, the objective of the
research is to prove that sustainable transformation is not realized only with
the help of motivation or discipline, but through restructuring the internal
autobiographical formations upon which human experience and behavior are formed
systematically [20].
Human behavior is often shaped by recurring patterns that
influence decision-making, emotional responses, and personal growth. Understanding
these repetitive patterns is critical for enabling meaningful change and
fostering self-awareness. The Internal Autobiographical Map (IAM) Model
is a conceptual framework designed to help individuals systematically explore
their personal history, emotional experiences, and behavioural tendencies to
identify the root causes of recurring actions. By mapping these experiences,
individuals can gain insights into how past events continue to influence
present behavior and make informed choices for personal transformation.
This document serves as a white paper presenting the
conceptual framework of the IAM Model alongside the Direct Change Solution®
method, highlighting how these approaches can support structured
self-reflection, behavioural awareness, and practical interventions. The IAM
Model provides a structured lens through which recurring patterns can be
understood, while the Direct Change Solution® offers a guided methodology for
transforming these patterns into constructive behaviors. Together, they form a
synergistic approach that bridges theoretical understanding with actionable
personal development strategies.
The framework emphasizes ethical boundaries, recognizing
that IAM and the Direct Change Solution® are intended for conceptual,
educational, and self-development purposes, rather than as clinical therapeutic
tools. This ensures that users can safely explore their behavioral patterns
while maintaining professional and personal boundaries.
Chen 2025 et al. investigates the understanding of
multi-modal human behavior through the use of the video and motion data
combined with the abilities of the Large Language Models (LLMs). Contrary to
the earlier methods that only consider either the video or motion, the study
suggests that proper interpretation of human behaviour must be through combined
modelling of both modalities to ensure that the body dynamics are
well-documented and the semantic contexts are well-captured. To meet this
requirement, the paper presents MotionLLM, a combined system that is capable of
motion comprehension, capturing, and argumentation. MotionLLM uses a joint
video motion training method which employs coarse video-text as well as
fine-grained motion-text data to obtain more detailed spatial-temporal features.
In order to sustain this framework, the researchers also build MoVid, which is
a big collection of videos, motion sequences, captions, and instructions.
MoVid-Bench is suggested as a manually annotated benchmark used to assess the
understanding of human behavior in both video and motion modalities. Empirical
evidence shows that MotionLLM is highly effective in facilitating the process
of caption generation, spatial-temporal understanding and reasoning in complex
human behavior analysis tasks [21].
Hong 2025 et al. tests the effect of relationships between
events in life on the extent of autobiographical memory recollection. The test
subjects were asked to recall, verbally, the personal events which were related
to their own photographs in a cued recall task. The authors considered the
temporal, spatial, and semantic relationships between events that were
sequentially consecutive by the researchers to learn how the similarities
influenced recall. The findings demonstrated that the participants recounted
more non-episodic details when the previous event was similar in its semantic
content but different in the temporal or spatial sense. Implicates that where
occasions have a common meaning and happen in various time or locations; people
have the tendency to include an additional information of description or
clarification. The temporal, spatial or semantic overlaps between consecutive
events did not have a significant effect on the recollection of episodic
details. The results suggest that autobiographical recollections can be encoded
into a larger life story instead of as a discrete experience, and individuals
can add more context information to preserve coherence and continuity during
the recall of series of personally significant experiences [22].
Agron 2024 et al. investigates the problem of
autobiographical memory (AM) in people with autism spectrum disorder (ASD) and
discusses the potential nature of underlying cognitive processes. Individuals
with ASD frequently experience difficulties in recalling certain life incidents
of their personal lives, and such impairments have customarily been described
through the failures in self-referential and social cognition. Although these
descriptions are consistent with the social communication problems specific to
ASD, new studies indicate that other cognitive aspects could cause these memory
problems. Specifically, in the review, the problems with the construction of
the scenes, the possibility of mentally restoring the detailed spatial context
in which the events take place are mentioned. Scene construction is one of the
processes, which are deemed to underlie autobiographical memory retrieval in
normal developing populations. Based on the researches associated with AM
recall, time travel, as well as spatial navigation, the review provides the
evidence that people with ASD might have some difficulties with building
coherent spatial scenes. The authors suggest that the descriptions of these
findings cannot be entirely attributed to the deficits in social cognition and
they set new courses of the future studies to further comprehend the memory
processes in ASD [23].
Wever 2023 et al. depressed adolescents live through
autobiographical memories and the manner of related neural networks that are
active in the process. The teenagers with and without the depression (N = 69;
17 depressed) initially retrieved positive and neutral personal memories and
subsequently repeated the experiences of the memories after undergoing fMRI
scanning. The pleasantness and vividness of the memory were rated by the
participants after every recall. The findings indicated that the adolescents
who were depressed rated their positive remembrances as less pleasant than
their healthy counterparts and the intensity of the recollection was the same.
Researchers have determined a general autobiographical memory network and
certain subnetworks of recollections of positive and neutral memories, using
event-related independent component analysis (eICA). These were a
self-referential processing network encompassing medial prefrontal cortex,
posterior cingulate cortex, precuneus and temporoparietal junction. There was abnormal
activation of this network in depressed teenagers when they were recalling less
pleasant positive memories. The evidence indicates that depressed adolescents
who undergo changed self-referential processing of positive memories have their
reliving of positive memories altered, and this forms the subject of a target
of any therapeutic intervention to increase self-esteem and decrease depressive
symptoms [24].
Zhang 2022 et al. researches the progress in
transformer-based models of visual recognition and detection, especially
human-object interaction (HOI) detection. Although recent methods have used
one-stage detectors like the Detection Transformer (DETR) which utilize
learnable queries in place of region proposals, the authors believe that the
effectiveness of these models is largely due to the representational properties
of transformers and not the one-stage design. The paper presents the
Unary-Pairwise Transformer, which is a two-stage detection system that makes
use of unary and pairwise representations to better model human-object
interactions. The unary component in this architecture is aimed at fortifying
the scores of the positive interaction examples, and the pairwise component is
aimed at minimizing the scores of the negative ones, enhancing the general
accuracy of detection. The offered approach is tested with the help of HICO-DET
and V-COCO datasets and proves to be better than the currently existing
state-of-the-art methods. Moreover, the model attains almost real-time
inference through an equivalent of ResNet50 backbone with a single GPU [25].
Table 1: Literature Summary
|
Authors/Year |
Method |
Research gap |
Findings |
|
Setton/2022[26] |
Resting-state
fMRI connectivity and autobiographical interview analysis across younger
older adults |
Limited
knowledge linking brain connectivity patterns with autobiographical memory
variations lifespan |
Distinct
hippocampal connectivity patterns relate episodic semantic autobiographical
memory differences |
|
Onyema/2022[27] |
Image
processing machine learning aura visualization emotion detection evaluating
sound therapy |
Lack
quantifiable methods measuring emotional transformation through biofield
based therapies |
Sound therapy
improved emotions biofield prediction model achieved high accuracy |
|
Jonathan/2021[28] |
Wearable
cameras fMRI machine learning classify autobiographical versus
nonautobiographical experiences |
Traditional
memory studies lack naturalistic paradigms capturing real autobiographical
experiences |
Frontoparietal
temporal networks reliably differentiate autobiographical from
nonautobiographical experiences |
|
Gilmore/2021[29] |
Overt
autobiographical recall with fMRI temporal alignment detail level neural
analysis |
Prior studies
used silent recall limiting dynamic understanding episodic detail retrieval |
Default
network supports recall cortex encodes category specific episodic details |
|
Lempert/2020[30] |
Autobiographical
memory interviews, temporal discounting tasks, and neuroanatomical cortical
thickness analysis |
Unclear mechanisms
linking episodic memory richness with future oriented decision making |
Perception rich
memories associated with patience and entorhinal cortical thickness |
The study adheres to an elaborate
theoretical-methodological paradigm incorporating the findings in the field of
psychology, neuroscience, and autobiographical memory in understanding the
processes involved in implementing sustainable behavioral change. The
interdisciplinary approach enables the study to focus on the human behavior not
just through psychologically but through an explanation of how the brain
perceives experiences and how it categorizes the memory. Psychology theory
offers the basis of the identity development, emotional reactions, and behavior
patterns, and neuroscience offers the information regarding how the brain
anticipates and reacts to known situations relying on the previous experiences.
Research on autobiographical memory also gives further accounts on how people
arrange personal experience in meaningful life stories that impact on identity
and decision making. Other informational sources to the methodological approach
have to include long-term observational knowledge and practical uses of the
Internal Autobiographical Map (IAM) model. This model has gone through years of
professional practice and has been refined by taking into consideration people
who have been performing personal transformation processes. Through noting the
repeated behavioral patterns and changes in behavior as a result of the
transformation, the research framework offers a systematic way of establishing
internal psychological structures and contributes to meaningful behavioral
change.

Figure.
2
Proposed Flow Chart
3.1 Conceptual
Framework
This study is based on the
methodology which is founded on three related areas of science which give a
complete pattern to understand human behavioral patterns and personal change. They
are autobiographical memory theory, neuroscience of behavioral prediction, and
formation of psychological identity. Autobiographical memory theory assists in
the explanation of the way in which individuals arrange and analyze the
experiences they make in life and the way in which the memories shape the
present behavior. Neuroscience provides an input regarding the past experience
processing by the brain and its ability to predict and guide upcoming
responses. Psychological identity formation expounds the development of a
stable sense of self in the interpretation of experience and social
interactions by individuals. The combination of these areas makes the
methodology offer a systematic process through which internal psychological
patterns are formed, maintained and can be changed over time.
3.1.1 Autobiographical
Memory Theory
Autobiographical Memory Theory describes the way people
store and organize their personal experiences in life in the memory and how
this memory affects their self-concept and view of world. In contrast to that
of simple factual memory, autobiographical memory harbors events emotionally
significant in the sense that they contribute to the identity, beliefs, and
behavioral patterns of a person. Childhood and adolescent experiences are
especially important in that case since people make sense of them at a time
when their cognitive and emotional structures are still forming. These
perceived memories eventually develop into structured personal ability,
personal relationship, and safety in the surrounding. The stories shape the
future anticipations, feelings as well as actions, that is, past experiences
are perpetually involved in current behavior and decision making.
3.1.2 Neuroscience
of Behavioral Prediction
Neuroscience of behavioral prediction deals with the topic
of how the brain predicts and prepares the future, based on previous
experiences. Instead of reacting to occurrences passively, the brain is
continuously making speculations on what is likely to occur, on the basis of
what has been stored in memory and what has been learned through past
experiences. The neural networks in the prefrontal cortex and the hippocampus
compare the past results and create expectations upon which perception and
decision-making is made. This predictive ability assists people to have a rapid
reaction to situations that are familiar to them and also to remain
psychologically stable. Nevertheless, it also implies that individuals can be
unconsciously repeating the familiar patterns of behavior due to the brain
being biased towards what can be predicted. Consequently, earlier learned habit
has a strong impact on response, decisions and feelings.
The psychological identity formation is the process by which
people gain a consistent sense of self that includes beliefs about identity,
what they appreciate and how they associate with others. This is the process
that starts in the early childhood stage and goes into adolescence and
adulthood where people make up of their experiences and social interactions.
Environment in the family, culture, important events in life all play a role in
defining identity. With time, individuals come up with internal roles,
expectations, and behavioral strategies that are an expression of how they feel
about themselves. These identity systems can have an impact on the
decision-making process, emotional reactions, and the relationships with the
other people. A properly developed identity gives psychological stability
whereas the pattern of strict identity could add to the recurring behavioral
situations.
3.2 Structural
Model of the Internal Autobiographical Map
The model identifies five core components that structure
human behavioral patterns:
3.2.1 Core
Experience
Core experience is defined as an important childhood event
that has a great influence on the emotional or psychological growth of a child.
These experiences mainly arise in situations where a child is subjected to a
scenario that is either oppressive, perplexing or emotionally taxing like
rejection, criticism, loss or undue responsibility. Since the children lack the
cognitive and emotional maturity to make any sense of the complex situations,
they would be prone to problems of interpretation regarding what is going on
around them. Consequently, the experience becomes ingrained in the memory and
shapes the perception of safety, acceptance, and relationships of the child.
These initial experiences become the basis on which subsequent interpretations
and behaviors as well as identity structures are built.
3.2.2 Rule
After making a conclusion, the mind creates rules which are
internalized behavioral rules to ensure that the painful experience would not
come back. These norms are psychological rules governing the actions and the
expression of emotions. To give an example, when the child decides that showing
feelings is subject to criticism, they can make an inner regulation that they
should never show their feelings. Such rules tend to be automatic and
unconscious so that they find application in moments of socializing and making
decisions. Although they initially have a protective role, which is to protect
the individual against perceived threats, they may be restrictive at a later
stage. In the long run, these hard and fast prescriptions can restrict
individual development and natural expression and good relationships.
3.2.3 Role
The role is the behavioral strategy, which a person is ready
to adopt to obey the rule of oneself and preserve psychological safety. This
role usually sticks to the individual and shapes the individual concerning his
or her relationships, workplaces, and social life. To illustrate, a person who
creates a principle that he or she should always please other people might
assume the role of the helper, caretaker or a mediator. The other individual
would play the role of the achiever, protector or avoider. These roles are
meant to serve as survival strategies by enabling people to adjust to their
surrounding environment but as time goes by they may become fixed patterns that
restrict flexibility and true self-expression.
3.2.4 Scenario
A scenario is the recurring pattern of life that comes as a
result of interaction between the core experience, conclusion, rule and role.
When one is faced with situations in adulthood that are similar to those in
past, the internal structure will automatically become activated, and it will
govern the perceptions and actions. This causes repetitive results in
relations, career choices or emotional responses. Here, an example is that an
individual who has taken a role of self-sacrifice will get into relationships
repeatedly where his or her needs are disregarded. These situations usually
seem common and foreseeable as they are congruent with internal held beliefs.
There is a chance that without conscious awareness, people can recreate the
same situations in the course of life and perpetuate the same patterns of behavior
and emotional reactions.
3.3 Change
Method: Direct Change Solution®
The proposed intervention method involves five structured phases:
3.3.1 Awareness
The first and the most vital of the stages in the process of
personal transformation is awareness since it is impossible to make any
meaningful change without being conscious of the patterns that define the way
the person acts. At this point, people start to notice repetitive emotional
responses, choices and consequences in various aspects of life including
relationships, work environments and personal growth. Such patterns are often
perceived by many people as unique events or external factors, but awareness
consists in realizing the repetitive nature behind such events. Reflective
observation helps people begin perceiving certain similarity among the
situations they once thought were distinct. As an illustration, one can find
that he or she avoids conflict often, wants others to like him/her all the
time, or takes the responsibility of others. Awareness also involves
identifying emotional responses which cause automatic reactions like anxiety,
withdrawal or overcompensation. This understanding of identifying such
repetitive behaviors and their effects leads people to have a better
perspective of how their internal psychological structures affect their daily
activities. It is this awareness that forms the basis of exploration and change
in a conscious manner.
3.3.2 Recognition
Recognition entails knowing that other patterns of
psychological development that had been established before had a significant
adaptive role. Rather than seeing these patterns as a source of weakness,
failure, people start to interpret them as coping mechanisms that previously
assisted them in dealing with difficult or overwhelming events especially in
childhood. As an example, one whose behavior was conditioned to suppress
emotional expression might have been raised in a setting where emotional
expression was criticized or rejected. Such action was conducive to maintenance
of safety and stability at the time. The identification thus changes the
attitude of self-accusation to enlightenment. This is an important step since
people tend to resist change when they believe that they are doing the right
thing just that it is wrong. By accepting that these patterns used to guard
them, they will be able to come to transformation with more compassion toward
themselves and be more open. By acknowledging the defensive role of these
structures, people are able to recognize the defensive role that these
structures played in their past as they are also able to realize that the same
tactics that they employed in the past might be ineffective and even counterproductive
in their current life situations.
3.3.3 Resource
Identification
Resource identification entails the identification of the
strengths, abilities, and psychological resources, which are acquired by
individuals in the process of dealing with previous life experiences. Even
problematic circumstances usually demand the acquisition of some useful skills,
including perseverance, empathy, responsibility, emotional awareness, or
problem-solving skills. At this phase, people start seeing the shortcomings
that the past experiences put them through and switch to the abilities that
have come out of that experience. As an example, a person who grew up dealing
with tough situations in the family might have become highly organized,
sensitive or empathic, or even a leader. The discovery of these resources
assists people to redefine their past experiences in a transformative manner.
They start to realize that it was not only negative things that influenced them
but also helped them develop as individuals and become competent. This would
enhance internal change motivation and confidence. Recognizing and appreciating
such internal resources, people receive the necessary psychological support to
proceed and train the new behavioral patterns.
3.3.4 New
Internal Decision
The new internal decision is the point when people make a
personal decision to change the behavioral rules which were developed in the
previous period of their life. When individuals realize the way their past
patterns were formed and what resources they already have, they can be more
ready to doubt the automatic assumptions according to which they act. At this
step, people actively substitute old rules of behavior within themselves with
more adaptable and beneficial options. An example is a person who used to think
that sharing of personal needs will lead to rejection will conclude that free
communication is relevant and required in healthy relationships. It is not
merely a positive affirmation but rather a planned reorganization of the
expectations and behavioral strategies inside the company. It involves
recognition that the reality of the yesteryear no longer forms the present
possibilities. Once people make a conscious decision to behave differently in
the next time, they will be moving towards automatic responses to intentional
responses. This inner change forms the psychological foundation of long-term
behavior change.
3.3.5 Behavioral
Grounding
The behavioral grounding is the step whereby the freshly
developed choices and worldviews are solidified by the regular actions in the
real life. It is only after transformation of new thinking patterns and
interpretation of experiences is converted into observable behavior that
psychological change becomes stable. At this phase, humans consciously rehearse
various reactions to those situations that were originally provoked by
automatic reactions. As an illustration, an individual who does not confront
others can start sharing their views during the conversation, and an individual
who tends to be overly concerned about other people can start establishing
healthy limits. Every successful action reinforces the new inner structure and
puts the impact of ancient rules of behavior in gradual decline. Repeating is
also important in this process since the brain is subject to learning through
both experience and reinforcement. The more an individual behaves in accordance
to his/her new decisions the more natural they become and less difficult to
perform emotionally. In the long term, behavioral grounding assists in turning
the individual action to habitual and consistent performances, enabling
individuals to develop healthier relations, better decision-making behaviors and
more balanced self-perception.
3.4 Stabilization
Process
Repeated reinforcement of
behavior results in the sustainable change and transformation of the emotional
reactions, decision-making process and the general pattern of life. Once people
start to learn about the inner mechanisms affecting their actions, they will be
able to train the new methods of their reactions to the situation that
previously elicited an automatic response. The repetitive practice over time
will dilute the force of old emotions and will raise the capacity of responding
in a calm and meditated manner. These responses start to become natural and
less forced as people proceed to implement new views and behavioral decisions.
Regular practice enables conscious choices to be made in place of previous
rules of behavior that were established in prior experiences. At a gradual
pace, such new patterns start to affect larger parts of life such as
relationships, workplace scenarios, and self-improvement. The old behavioral
patterns lose their power and impact as people make a choice several times and
behave in accordance with their present values and purposes. This process of
constant reinforcement would convert the stop-gap behavioral changes to
permanent habits, which, in the long run, causes lasting psychological change
and more adjustive patterns of life.
3.4.1 Reaction
Stabilization
Reaction stabilization can be described as the slow
desensitization of automatic emotional reactions previously caused by some
situations. Numerous behavioral patterns are supported by the fact that certain
events cause a great emotional response in form of fear, anxiety, guilt, or
anger. Such reactions tend to take place spontaneously and with the unconscious
mind since they are associated with previous life experiences which are stored
in memory. In the process of stabilizing, individuals start to be aware of these
emotional stimuli and directly disrupt the automatic response mechanism. The
strength of these reactions gradually subsides through recurrent consciousness
and new decisions in behavior. The situations that used to trigger instant
stress, or defensive behaviour, begin to lose their intensity with time. This
does not imply that feelings are lost but instead people are able to learn to
feel emotions but not to be at the mercy of them. The more emotional responses
get controlled, the more psychological flexibility and capacity of people to
act in a thoughtful manner rather than respond in an impulsive manner.
3.4.2 Choice
Stabilization
Choice stabilization is the process whereby consciously
developed decisions start to substitute behavioral responses to situation in
daily life. Once people become aware of their patterns and make conscious
decisions internally, they have to practice their decisions in practice. This
process is initially very cognitively aware and arduous as the mind is likely
to get back into the methods that it is used to. Nevertheless, the new
decision-making process can be made more stable and natural with the help of
constant practice. People begin to stop and think and judge situations more
objectively. They adopt behavior that fits their objectives, interests, and
knowledge rather than on the past internal regulations. With time, the strain
applied to these conscious decisions reduces since the brain gets to
incorporate them in its decisions. This leads to people feeling more confident in
the fact that they can affect their behavior and performance. It is a
stabilization stage, which reinforced the personal autonomy and facilitated the
formation of more healthy behavioral patterns.
3.4.3 Scenario
Stabilization
The last of the stages is scenario stabilization whereby
habitual behavioral changes start to alter the life trends. Previously
discussed stages are based on emotional responses and the decisions individuals
make, but this stage captures the long-term development of behaviors concerning
the situations in life. The results of their relationships, workplaces, and
personal growth slowly start to change as people constantly implement new
decisions and actions. Previously established negative patterns of a situation
might begin to bring more balanced and positive outcomes. As an illustration,
better communication with health can be more beneficial to the relationship or
more self-confidence can bring new employment prospects. With time, new
behaviors will be repeated to form completely different life situations unlike
the ones experienced before. This stabilization is based on the fact that the
internal beliefs, expectations and actions have been altered and this results
in the creation of new relations with the external world. At this point, these
new patterns become the norm of functioning of an individual which is a stable
change in the behavior and life experience.
The research states that there
are a number of psychological processes that are of significance in the
recurrence of the behavioral patterns in various periods of life. Human beings
are likely to be affected by the inner influence of cognitive structures
constituted by early personal experiences that condition the way people
perceive events and react to them emotionally and determine decisions. These
processes occur when people seek to make sense of and adjust to powerful
experiences especially in childhood as cognitive and emotional abilities are
not well developed. These interpretations become internalized as they are
formed into psychological rules and expectations which govern future behavior.
With time, such internal structures start to act automatically and affect
reactions and choices unconsciously. The paper also brings out the importance
of memory organisation and predictive processing in sustaining such patterns.
Brain would prefer to stick to the known interpretations and reactions as they
offer some stability and predictability. This way, people will automatically
recycle the same emotional responses and life situations despite their desire
to change. The study of these mechanisms helps us to understand why there is
repetition of behavior and how long-term pattern of human behavior is shaped by
underlying psychological structures.
4.1 Early
Experiences Shape Behavioral Logic
Children form their fundamental logic during early
childhood, which is the reason why the way people understand the world and
react to various circumstances is important. At childhood, people are yet to
grow in terms of their cognitive and emotional skills, thus, they tend to
simplify events. Whenever a child is exposed to emotionally charged events like
criticism, rejection, over-expressed expectations, or unattention, he/she
attempts to interpret these events through the development of judgments about
themselves or the other people. These meanings gradually reside and transform
to be beliefs that determine the perception of the individual towards safety,
relationships and personal value. Since such beliefs are established at a very
formative developmental stage, such beliefs will come across like
unquestionable personal truths as opposed to temporary interpretations. These
beliefs develop over time into internal psychological rules that are used to
guide behavior, emotional responses and decision-making. Consequently,
childhood experiences form a guiding system that will persist in shaping how
persons will handle problems, relationships, and opportunities later in life.
4.2 Memory
Functions as a Predictive System
The human recollection is not just a passive memory system
that plays an essential role by storing the occurrences just as they happen.
Rather, memory is an active projective system that assists people to predict
and foresee situations that may come ahead of them. The brain continually
throws past experiences together in a manner that will enable the brain to
identify patterns and form expectations of the possible next action. The
process of prediction is useful in enabling people to react fast and
effectively to situations that they are familiar with, which is the benefit of
survival and psychological stability. Nevertheless, this process also indicates
that people tend to perceive the current experiences in terms of the past
events. When the brain notices that the present situation is similar to past
experiences, it triggers the familiar reactions in terms of emotions and
behavior. In most instances, this happens unconsciously and instinctively.
Consequently, memory affects both perception and decision-making, as it
develops expectations of individuals, situations, and potential outcomes, which
tend to support already formed patterns, which have been formed many years
earlier in life.
4.3 Automatic
Behavioral Patterns
The development of automatic behavioral patterns occurs when
people react similarly to situations and also repeat the reactions with the
same set of strategies learnt. Due to the preferences of the brain to
predictability and efficiency, it is more likely to use the responses that have
been repeatedly used in the past instead of always developing new responses. As
soon as a certain response pattern has been found successful in the handling of
a challenging situation, the brain captures it as a valuable and credible
method. In the course of time, this strategy turns into a kind of routine and
is implemented in numerous various situations. To illustrate, an individual who
was taught not to conflict during childhood might stick to avoiding conflict in
adulthood, despite the fact that the results of openness will be more favorable.
These patterns are usually unconscious and thus an individual may not be aware
that he or she is having the same behavioral response in varying circumstances.
The ability to predict these behaviors gives a feeling of psychological
security despite the fact that the consequences are not necessarily favorable.
As a result, automatic patterns might last very long unless people are conscious
of them and disprove them.
4.4 Emotional
Triggers Maintain Old Structures
Emotional arousal is relevant in sustaining the established
psychological set ups and behavioral patterns. The trigger happens when the
current situation is similar to a previous situation that had an emotional
impact. Although the present case might be different in significant aspects,
the brain might still process it as similar to the original experience and
trigger the same emotional response. As an example, criticism by a work
colleague can cause arousal of a feeling of being rejected or disapproved at a
previous time. Whenever such emotional stimulations are activated, people tend
to use the same behavioral strategies that were initially acquired to deal with
the previous experience. This response occurs fast and in most cases
unconsciously and strengthens the already established internal rules and
beliefs. Due to the urgency and intensity of emotional response, it may
complicate the access to other responses. Consequently, emotional stimuli
increase the strength of old psychological constructs renew and again avert the
continuation of behavior patterns.
4.5 Structural
Awareness Enables Change
Structural awareness is defined as the capacity to identify
the internal psychological patterns, which impact thoughts, emotions and
behaviors. Once a person starts comprehending the way their past events have
formed their internal conclusions, rules and role models, they get a new vision
of how they react and act in life. They begin to see the structure behind their
behavior in response to their behavior rather than as something inevitable or
strictly situational. This awareness undermines the automaticity of the
responses that people have previously learnt since man is in a position to
observe their responses and then act on them. With such greater awareness, it
would be possible to assess whether the existing response is actually befitting
the situation, or is merely a repetition of an old pattern. With this learning,
there are chances of an individual having the privilege to make alternative
decisions that can be more aligned with current goals and values. The crucial
mechanism through which conscious choice can be used to substitute automatic
behavioral repetition is then made to be structural awareness.
The argument brings out the fact
that human behavior patterns are deeply entrenched in internal psychological
frameworks that are shaped by experiences in early life and not just made by
conscious choice. A childhood experience has a tendency of showing people
formation of interpretations about them and the world, which ultimately build
up within themselves in the form of internal beliefs, rules of behavior and
roles that they follow in their actions at a later stage in their lives. These
frameworks are automatic and contribute to reactions toward connections,
problems and prospects. Internal Autobiographical Map (IAM) model is a
systematic model of the development of these patterns that connects the
underlying experience, conclusions, behavioral rules, roles, and an ultimate
life situation. The study also supports neuroscientific views which explain the
brain as a predictive mechanism which uses the previous experiences to predict
the future and which tend to maintain the pre-existing behavioral reactions.
Due to this predictive process, people can recreate the same patterns many
times even in cases when they wish to change consciously. The results are that
permanent behavior change needs to be structural psychological reorganization
and not merely suppression of behavior. Reinterpreting childhood experiences
and identifying personal strengths that have been shaped in the face of
adversity will allow people to substitute the old rules within themselves with
newer and more adaptive decisions. In general, the IAM model is relevant to
psychological research since it combines the autobiographical memory theory
with the practical approaches contributing to the sustainable personal growth
and behavior change.
5.1 Behavioral
Patterns Rooted in Early Structural Interpretations
According to the results of the research, human behavioral
patterns do not depend mainly on the conscious choice or on the immediate
decisions. Rather, they are heavily impacted by internal psychological make-ups
created at the early stages of life. Children perceive emotionally significant
situations in case they face them, according to the little that they know about
the world. These interpretations take a slow development into internal beliefs
and rules of behavior that shape the future response. In the long run, these
internal structures become automatic and therefore determine how people react
to challenges, relationships, and opportunities. Since these patterns are based
on the initial interpretation as opposed to rational thought, people might not
be able to alter their behavior by a mere motivation or will. This is the
reason why a number of motivational techniques or short term behavioral change
programs do not create any long term change. It can also be seen that without
considering the more profound structural underpinnings of behavior, individuals
can adjust their behavior demandingly, but end up going back to the more well-trodden
patterns that are psychologically reassuring to their own internal belief
systems.
5.2 Identity as
a Structured System: The Internal Autobiographical Map
The IAM model of identity and behavior development offers a
conceptual framework of identity and behavior development. This model explains
identity as a system of psychology that evolves through interpretation of the
experiences that a person goes through in life instead of viewing personality
as a set of traits. This framework states that identity is constructed in a
series of related factors; core experiences, conclusions that follow those
experiences, rules designed to prevent such pain, roles and applications of
those rules, and the life circumstances they produce that are recreated across
time. Through mapping these structural aspects, individuals will be able to
know the source of their life patterns and the reason why some outcomes are
prone to reoccur. The model focuses on the fact that behavioral repetitions are
not arbitrary but have an internal logic that is formed in the early stages of
development. By comprehending this structure, individuals can be able to
perceive the predominant mechanisms behind their actions, feelings and
relations, which can then offer a better journey towards significant personal
change.
5.3 The Brain
as a Predictive System
The other valuable learning fact of the research is that it
is consistent with neuroscientific viewpoints that explain the brain as a
predictive system. The brain does not just respond to external events but
continually employs the past experiences in predicting future events. The brain
tries to keep things constant through recognition of memories and patterns and
hence tries to prepare responses or give predictions of what is going to
happen. This is a predictive process that makes people move in this world
effectively; however, it strengthens habitual behavior as well. In cases where
the oddities of circumstances are similar to those experienced previously, the
brain will automatically trigger the responses that it had learned before even
when these responses are not relevant anymore. Consequently, people can
subconsciously re-enact some familiar situations due to their presence in
compliance with the expectations of the brain. This predisposition is why
individuals are at times left in unsupportive environments or re-enact bad
relationship and decision-making. The anticipatory character of brain thus
comes to play an important role in ensuring consistency of behavior, even in
cases whereby individuals are consciously willing to change.
5.4 Structural
Reorganization as the Basis for Sustainable Change
This paper also points out that it is not enough to simply
discourage unwanted behavior or induce new habits using motivation as a tool to
bring about meaningful and lasting behavior change. Rather, long-term change
would necessitate internal psychological systemic restructuring that influences
behavior. It implies that people need to re-experience and re-define their
initial experiences that created their internalized conclusions and rules of
behavior. Through the context within which the interpretations were developed,
people are able to accept that such rules were merely adaptations to the past
conditions and was not a universal fact. This realization will enable them to
restructure their old beliefs and to substitute old fashioned strict
regulations with more convenient and constructive views. Moreover, people will
be able to recognize their own strengths and abilities they acquired during the
process of overcoming the previous obstacles. Having redefined their
experiences and having infused these understandings into their
self-understandings, people become capable of making new choices of behavioral
responses, which fit into their current goals and values.
5.5 Contribution
to Psychological Research and Personal Transformation
The Internal Autobiographical Map model makes a contribution
to the psychology research as it combines theoretical principles of the
autobiographical memory research and operational approaches to achieving
personal change. Conventional psychologists consider behavior, cognitive or
affective regulation independently, whereas this model focuses on the
structural interdependence of memory, identity and behavior. The model explains
the occurrence of behavioral patterns fully by analyzing how personal
experiences get structured into internal systems. Simultaneously, it provides
useful instruments to define and change these structures in a methodical
manner. Such combination of theory and practice is the feature that makes the
model especially useful in research and therapeutic settings. According to it,
the knowledge of the narrative structure of personal experience can help people
to change the behavioral patterns and the way of their life. As a result, the
model does not only contribute to the further development of the theoretical
knowledge but also provides a systematic course of sustaining psychological
growth and self-realization.
To summarize, the research shows
that external autobiographical frameworks that are developed at an early age
determine repetitive human behavior to a large extent. These structures are
formed as people make sense of major experiences they had during their
childhood and convert them into internalizations about themselves, other people
and the world around them. With time, these conclusions make up behavioral
rules and psychological role that informs the way people respond to situations,
and how they relate with others. The more these internal patterns are ingrained
in the psychological system of the person, the more they create repetitive life
situations that can run throughout adulthood, usually unconsciously and
automatically. Therefore, individuals might end up being subjected to the same results
repeatedly in relationships, professional paths or emotional reactions despite
their conscious efforts to alter their behavior. Internal Autobiographical Map
(IAM) model presents a systematic method of defining and knowing these
underlying mechanisms. The ability of people to see the internal logic of their
behavioral patterns by mapping the relationship between experiences,
conclusions, rules, roles, and scenarios allows individuals to see how they
behave. By becoming more aware of these structures, people will be able to
redefine previous experiences, value the adaptive mechanisms that had
previously aided survival or emotional stability, and they will be able to
define new rules of behavior consciously. In this way, habitual responses can
be over time substituted with conscious and more adaptive decisions. The
results of this research thus point to the conclusion that human actions do not
depend just on the individual memories or immediate choices but rather on the
wider contextual autobiography that can be used to identify identity and
perception. Moreover, the study highlights the fact that individual change of a
significant and enduring nature can only be achieved when structural
psychological change is involved, but not some form of external motivation or
actual changes in behavior.
7. Scope
of the Method
7.1 Conceptual and Educational Framework
IAM and Direct Change Solution®
support self-reflection, behavioural awareness, and structured personal
development.
7.2 Understanding Behavioural Patterns
They help individuals identify
recurring behaviors and examine how early experiences shape emotions,
decisions, and identity.
7.3 Structured Mapping and Transformation
Users map core experiences,
internalized rules, roles, and scenarios to consciously adopt adaptive
behavioral strategies.
7.4 Integration of Interdisciplinary Insights
The method combines psychology,
neuroscience, and autobiographical memory research for a holistic understanding
of personal change.
7.5 Non-Clinical and Ethical Use
The frameworks are not substitutes
for psychological diagnosis, therapy, or medical treatment and should be
applied responsibly for personal growth and educational purposes.
8.1 Focus on
Structural Identity Patterns
Deep identity structures should
be identified and transformed to focus on functions of the interventions on
behavioral change of isolating the behaviors instead of addressing them.
8.2 Encourage Autobiographical Mapping
Self-awareness practices should
include structured mapping of personal autobiographical experiences shaping
beliefs, roles, and behavioral patterns.
8.3 Empirical
Validation through Research
Future studies should empirically
test the Internal Autobiographical Map method using clinical trials and
experimental research designs.
8.4 Integrate Neuroscience and Psychology
Combining neuroscience with
autobiographical psychology may deepen understanding of long-term behavioral
change mechanisms.
1.
E. Welch, V. Schelkun, C. Gasser, K. Lockwood,
and L. Davachi, “Rich autobiographical memory benefits from both novelty and
similarity to other daily experiences,” Sci. Rep., vol. 15, no. 1, 2025,
doi: 10.1038/s41598-025-29036-9.
2.
B.
Guerin, “The Forces that Shape Human Behavior: Combining the Behavior Analysis
Approach with Social Science Knowledge for a More Exhaustive Framework to
Analyze and Change Human Behavior,” Psychol. Rec., vol. 75, no. 3, pp.
355–371, 2025, doi: 10.1007/s40732-025-00654-z.
3.
E.
Donarelli, C. Civilotti, G. Di Fini, G. Gandino, and A. Celeghin,
“Autobiographical Memory: A Scoping Meta-Review of Neuroimaging Data Enlightens
the Inconsistencies Between Theory and Experimentation,” Brain Sci.,
vol. 15, no. 5, pp. 1–20, 2025, doi: 10.3390/brainsci15050515.
4.
L.
Petiot, H. Sauzeon, and P. Dragicevic, “The Effect of Augmented Reality on
Involuntary Autobiographical Memory,” Conf. Hum. Factors Comput. Syst. -
Proc. , no. March, 2025, doi: 10.1145/3706598.3713922.
5.
C. M.
Fang et al., “How AI and Human Behaviors Shape Psychosocial Effects of
Extended Chatbot Use: A Longitudinal Randomized Controlled Study,” 2025,
[Online]. Available: http://arxiv.org/abs/2503.17473
6.
F.
Hutmacher, M. Appel, and S. Schwan, “Understanding Autobiographical Memory in
the Digital Age: The AMEDIA-Model,” Psychol. Inq., vol. 35, no. 2, pp.
83–105, 2024, doi: 10.1080/1047840X.2024.2384125.
7.
R. D.
I. van Genugten and D. L. Schacter, “Automated scoring of the autobiographical
interview with natural language processing,” Behav. Res. Methods, vol.
56, no. 3, pp. 2243–2259, 2024, doi: 10.3758/s13428-023-02145-x.
8.
T. J.
Prescott and P. F. Dominey, “Synthesizing the temporal self: Robotic models of
episodic and autobiographical memory,” Philos. Trans. R. Soc. B Biol. Sci.,
vol. 379, no. 1913, 2024, doi: 10.1098/rstb.2023.0415.
9.
M.
Monzel et al., “Hippocampal-occipital connectivity reflects
autobiographical memory deficits in aphantasia,” Elife, vol. 13, pp.
1–20, 2024, doi: 10.7554/elife.94916.3.
10.
I.
Peters, N. F. Kemper, F. Schmiedek, and T. Habermas, “Individual differences in
revising the life story—Personality and event characteristics influence change
in the autobiographical meaning of life events,” J. Pers., vol. 91, no.
5, pp. 1207–1222, 2023, doi: 10.1111/jopy.12793.
11.
J. S.
Park, J. O’Brien, C. J. Cai, M. R. Morris, P. Liang, and M. S. Bernstein,
“Generative Agents: Interactive Simulacra of Human Behavior,” UIST 2023 -
Proc. 36th Annu. ACM Symp. User Interface Softw. Technol., no. March, 2023,
doi: 10.1145/3586183.3606763.
12.
I. A.
Clark, S. Mohammadi, M. F. Callaghan, and E. A. Maguire, “Conduction velocity
along a key white matter tract is associated with autobiographical memory
recall ability,” Elife, vol. 11, pp. 1–44, 2022, doi:
10.7554/eLife.79303.
13.
Y.
Pang, Q. Ke, H. Rahmani, J. Bailey, and J. Liu, “IGFormer: Interaction Graph
Transformer for Skeleton-Based Human Interaction Recognition,” Lect.
Notes Comput. Sci. (including Subser. Lect. Notes Artif. Intell. Lect. Notes
Bioinformatics), vol. 13685 LNCS, pp. 605–622, 2022, doi:
10.1007/978-3-031-19806-9_35.
14.
V.
Mazzia, S. Angarano, F. Salvetti, F. Angelini, and M. Chiaberge, “Action
Transformer: A self-attention model for short-time pose-based human action
recognition,” Pattern Recognit., vol. 124, 2022, doi:
10.1016/j.patcog.2021.108487.
15.
V.
Wardell, C. L. Esposito, C. R. Madan, and D. J. Palombo, “Semi-automated
transcription and scoring of autobiographical memory narratives,” Behav.
Res. Methods, vol. 53, no. 2, pp. 507–517, 2021, doi:
10.3758/s13428-020-01437-w.
16.
A. A.
Wank, J. R. Andrews-Hanna, and M. D. Grilli, “Searching for the past: Exploring
the dynamics of direct and generative autobiographical memory reconstruction
among young and cognitively normal older adults,” Mem. Cogn., vol. 49,
no. 3, pp. 422–437, 2021, doi: 10.3758/s13421-020-01098-2.
17.
T. J.
Barry, D. J. Hallford, and K. Takano, “Autobiographical Memory Impairments as a
Transdiagnostic Feature of Mental Illness: A Meta-Analytic Review of
Investigations Into Autobiographical Memory Specificity and Overgenerality
Among People With Psychiatric Diagnoses,” Psychol. Bull., vol. 147, no.
10, pp. 1054–1074, 2021, doi: 10.1037/bul0000345.
18.
A. W.
Gilmore et al., “Evidence supporting a time-limited hippocampal role in
retrieving autobiographical memories,” Proc. Natl. Acad. Sci. U. S. A.,
vol. 118, no. 12, 2021, doi: 10.1073/pnas.2023069118.
19.
M.
Descamps, O. Boucher, D. K. Nguyen, and I. Rouleau, “Emotional autobiographical
memory associated with insular resection in epileptic patients: A comparison
with temporal lobe resection,” Brain Sci., vol. 11, no. 10, 2021, doi:
10.3390/brainsci11101316.
20.
A. W.
Gilmore et al., “The human hippocampus plays a time-limited role in
retrieving autobiographical memories,” bioRxiv, p. 2020.11.19.390526,
2020.
21.
L. H.
Chen et al., “MotionLLM: Understanding Human Behaviors from Human
Motions and Videos,” IEEE Trans. Pattern Anal. Mach. Intell., pp. 1–35, 2025,
doi: 10.1109/TPAMI.2025.3627546.
22.
B.
Hong, M. A. Tran, H. Cheng, B. Arenas Rodriguez, K. E. Li, and M. D. Barense,
“The influence of event similarity on the detailed recall of autobiographical
memories,” Memory, vol. 33, no. 1, pp. 100–112, 2025, doi:
10.1080/09658211.2024.2406307.
23.
A. M.
Agron, A. Martin, and A. W. Gilmore, “Scene construction and autobiographical
memory retrieval in autism spectrum disorder,” Autism Res., vol. 17, no.
2, pp. 204–214, 2024, doi: 10.1002/aur.3066.
24.
L. A.
E. M. van Houtum et al., “Aberrant neural network activation during
reliving of autobiographical memories in adolescent depression,” Cortex,
vol. 168, pp. 14–26, 2023, doi: 10.1016/j.cortex.2023.06.021.
25.
F. Z.
Zhang, D. Campbell, and S. Gould, “Efficient Two-Stage Detection of
Human-Object Interactions with a Novel Unary-Pairwise Transformer,” Proc.
IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recognit., vol. 2022-June, pp.
20072–20080, 2022, doi: 10.1109/CVPR52688.2022.01947.
26.
R.
Setton, L. Mwilambwe-Tshilobo, S. Sheldon, G. R. Turner, and R. N. Spreng,
“Hippocampus and temporal pole functional connectivity is associated with age
and individual differences in autobiographical memory,” Proc. Natl. Acad.
Sci. U. S. A., vol. 119, no. 41, pp. 1–12, 2022, doi:
10.1073/pnas.2203039119.
27.
G.
Chhabra, E. M. Onyema, S. Kumar, M. Goutham, S. Mandapati, and C. Iwendi,
“Human Emotions Recognition, Analysis and Transformation by the Bioenergy Field
in Smart Grid Using Image Processing,” Electron., vol. 11, no. 23, 2022,
doi: 10.3390/electronics11234059.
28.
J.
Erez, M. E. Gagnon, and A. M. Owen, “Differentiating real-world
autobiographical experiences without recourse to behaviour,” Brain Sci.,
vol. 11, no. 4, 2021, doi: 10.3390/brainsci11040521.
29.
A. W.
Gilmore, A. Quach, S. E. Kalinowski, S. J. Gotts, D. L. Schacter, and A.
Martin, “Dynamic content reactivation supports naturalistic autobiographical
recall in humans,” J. Neurosci., vol. 41, no. 1, pp. 153–166, 2021, doi:
10.1523/JNEUROSCI.1490-20.2020.
30.
K. M.
Lempert, K. A. MacNear, D. A. Wolk, and J. W. Kable, “Links between
autobiographical memory richness and temporal discounting in older adults,” Sci.
Rep., vol. 10, no. 1, pp. 1–13, 2020, doi: 10.1038/s41598-020-63373-1.