Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models | Paper Citation Record

Observation 7718d5d2-3c0a-41ef-8c07-7bd22d07807f · outbound

This paper cites Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Logic, self-awareness and self-improvement: The metacognitive loop and the problem of brittleness

Reference 1

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Observation f6209d41-cf0b-426d-811a-676a01b1c115 · outbound

This paper cites Awareness without neural networks: Achieving self-aware ai via evolutionary and adversarial processes.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Awareness without neural networks: Achieving self-aware ai via evolutionary and adversarial processes

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.365272Z

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This paper cites Self-aware neural network systems: A survey and new perspective.Proceedings of the IEEE, 108(7):1047–1067, 2020.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Self-aware neural network systems: A survey and new perspective.Proceedings of the IEEE, 108(7):1047–1067, 2020

Reference 3

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This paper cites Being No One: The Self-Model Theory of Subjectivity.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Being No One: The Self-Model Theory of Subjectivity

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.336324Z

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Observation cb8a453d-c8f4-4272-9672-b998f458316d · outbound

This paper cites The human connectome: a structural description of the human brain.PLoS computational biology, 1(4):e42, 2005.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models The human connectome: a structural description of the human brain.PLoS computational biology, 1(4):e42, 2005

Reference 5

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This paper cites Self-awareness for autonomous systems.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Self-awareness for autonomous systems

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.304546Z

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Observation b9846aab-375c-48f1-bfd5-9e0db23b827b · outbound

This paper cites Multisensorial generative and descriptive self-awareness models for autonomous systems.Proceedings of the IEEE, 108(7):987–1010, 2020.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Multisensorial generative and descriptive self-awareness models for autonomous systems.Proceedings of the IEEE, 108(7):987–1010, 2020

Reference 7

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Observation 292680c4-d501-4f94-9917-236e7ea20169 · outbound

This paper cites Ai experience predicts identification with humankind.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Ai experience predicts identification with humankind

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.269632Z

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Observation 3f3d878b-90c5-4ddb-9151-4858f0a8b88e · outbound

This paper cites Digital mirrors: Ai companions and the self.Societies, 14(10):200, 2024.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Digital mirrors: Ai companions and the self.Societies, 14(10):200, 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.254932Z

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This paper cites Brain-inspired and Self-based Artificial Intelligence.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Brain-inspired and Self-based Artificial Intelligence

Reference 10

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This paper cites Adapting self-regulated learning in an age of generative artificial intelligence chatbots.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Adapting self-regulated learning in an age of generative artificial intelligence chatbots

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.239805Z

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Observation 872e1c51-74ea-40eb-9ee7-3b1065fdadc5 · outbound

This paper cites Souls and selves: Querying an ai self with a view to human selves and consciousness.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Souls and selves: Querying an ai self with a view to human selves and consciousness

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.226962Z

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This paper cites Self-recognition and emotional knowledge.European Journal of Developmental Psychology, 19(3):319–342, 2022.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Self-recognition and emotional knowledge.European Journal of Developmental Psychology, 19(3):319–342, 2022

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.211353Z

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Observation 941640d8-290e-4aa4-b9d6-81a5cdb85ce5 · outbound

This paper cites Toward self-aware machines: Insights of causal reasoning in artificial intelligence.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Toward self-aware machines: Insights of causal reasoning in artificial intelligence

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.196224Z

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Observation e6f9fcf8-f01d-40ce-b544-34db9b076287 · outbound

This paper cites Self-awareness in intelligent vehicles: Feature based dynamic bayesian models for abnormality detection.Robotics and Autonomous Systems, 134:103652, 2020.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Self-awareness in intelligent vehicles: Feature based dynamic bayesian models for abnormality detection.Robotics and Autonomous Systems, 134:103652, 2020

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.179314Z

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This paper cites Llama 3.2: Revolutionizing edge ai and vision with open, customizable models.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Llama 3.2: Revolutionizing edge ai and vision with open, customizable models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.160253Z

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Observation a105bd8b-7873-4ebc-b956-d3777c8fb1c3 · outbound

This paper cites Perceptions and acceptance of artificial intelligence: A multi-dimensional study.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Perceptions and acceptance of artificial intelligence: A multi-dimensional study

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.146268Z

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Observation 968131b6-1fb0-48b8-a9ec-bb37f2c76bba · outbound

This paper cites Are tiktok algorithms influencing users’ self- perceived identities and personal values? a mini review.Social Sciences, 12(8):465, 2023.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Are tiktok algorithms influencing users’ self- perceived identities and personal values? a mini review.Social Sciences, 12(8):465, 2023

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.133392Z

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Observation a2b28c12-c3eb-4305-b33e-480d39662c1f · outbound

This paper cites Enabling self-identification in intelligent agent: insights from computational psychoanalysis.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Enabling self-identification in intelligent agent: insights from computational psychoanalysis

Reference 19

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This paper cites Oxford University Press, 1983.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Oxford University Press, 1983

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.118224Z

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Observation 7da41ae8-bfd4-4200-b3bf-7d327d18902d · outbound

This paper cites Handbook of Emotions.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Handbook of Emotions

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.103196Z

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Observation 61d33857-a258-4dfb-a979-becbffe11523 · outbound

This paper cites Personality structure: Emergence of the five-factor model.Annual review of psychology, 41(1):417–440, 1990.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Personality structure: Emergence of the five-factor model.Annual review of psychology, 41(1):417–440, 1990

Reference 22

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Observation 9f2e3cce-0afa-4566-a1c7-c8ea9313c3e4 · outbound

This paper cites Paradigm shift to the integrative big five trait taxonomy.Handbook of personality: Theory and research, 3:114–158, 2008.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Paradigm shift to the integrative big five trait taxonomy.Handbook of personality: Theory and research, 3:114–158, 2008

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.077523Z

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This paper cites Psychology Press, 1999.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Psychology Press, 1999

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.060538Z

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Observation 0ca30004-0235-49cd-bef9-156b36804a9a · outbound

This paper cites Reciprocal effects of self-concept and perfor- mance from a multidimensional perspective: Beyond seductive pleasure and unidimensional perspectives.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Reciprocal effects of self-concept and perfor- mance from a multidimensional perspective: Beyond seductive pleasure and unidimensional perspectives

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.045847Z

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Observation 4d3ac1ee-e875-4a76-9f8a-e4b2d8ef1f74 · outbound

This paper cites The psychology of life stories.Review of general psychology, 5(2):100–122, 2001.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models The psychology of life stories.Review of general psychology, 5(2):100–122, 2001

Reference 26

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This paper cites John Wiley & Sons, 2009.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models John Wiley & Sons, 2009

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:27.017227Z

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This paper cites How to grow a mind: Statistics, structure, and abstraction.science, 331(6022):1279–1285, 2011.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models How to grow a mind: Statistics, structure, and abstraction.science, 331(6022):1279–1285, 2011

Reference 28

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This paper cites Nonlinear Preference and Utility Theory.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Nonlinear Preference and Utility Theory

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.985793Z

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This paper cites Bayesian models of cognition.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Bayesian models of cognition

Reference 30

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Observation e337f826-cca3-43a3-906c-6c54ed7a97e3 · outbound

This paper cites Reasons and persons.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Reasons and persons

Reference 31

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This paper cites Letting structure emerge: connectionist and dynamical systems approaches to cognition.Trends in cognitive sciences, 14(8):348–356, 2010.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Letting structure emerge: connectionist and dynamical systems approaches to cognition.Trends in cognitive sciences, 14(8):348–356, 2010

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This paper cites A distributed representation of temporal context.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models A distributed representation of temporal context

Reference 33

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This paper cites Hamming distance metric learning.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Hamming distance metric learning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.912558Z

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Observation fb8eb1ca-47c6-40ce-ba90-6bda8cd1a82c · outbound

This paper cites Intrinsic motivation and reinforcement learning.Intrinsically motivated learning in natural and artificial systems, pages 17–47, 2013.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Intrinsic motivation and reinforcement learning.Intrinsically motivated learning in natural and artificial systems, pages 17–47, 2013

Reference 35

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This paper cites Formal theory of creativity, fun, and intrinsic motivation (1990–2010).

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Formal theory of creativity, fun, and intrinsic motivation (1990–2010)

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This paper cites Toward self-aware robots.Frontiers in Robotics and AI, 5:88, 2018.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Toward self-aware robots.Frontiers in Robotics and AI, 5:88, 2018

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.873640Z

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Observation 8876f4f0-d02b-4425-aa5e-82776100ce4a · outbound

This paper cites Kernel methods in machine learning.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Kernel methods in machine learning

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This paper cites MIT Press Cambridge, Mass, 2012.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models MIT Press Cambridge, Mass, 2012

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.846003Z

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This paper cites Distilling the Knowledge in a Neural Network.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Distilling the Knowledge in a Neural Network

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This paper cites Springer, 2006.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Springer, 2006

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Observation 873fcf82-eb5f-44f4-b860-9aed1882a890 · outbound

This paper cites Probabilistic machine learning and artificial intelligence.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Probabilistic machine learning and artificial intelligence

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.816608Z

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Observation 3472ef18-3fd2-44d9-aa14-47115fc9c200 · outbound

This paper cites Overcoming catastrophic forgetting in neural networks.Proceedings of the national academy of sciences, 114(13):3521–3526, 2017.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Overcoming catastrophic forgetting in neural networks.Proceedings of the national academy of sciences, 114(13):3521–3526, 2017

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Observation e8cb65c4-08ba-46d4-b1f3-ccb05753f03a · outbound

This paper cites On calibration of modern neural networks.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models On calibration of modern neural networks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:26.610085Z

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This paper cites Model-agnostic meta-learning for fast adaptation of deep networks.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Model-agnostic meta-learning for fast adaptation of deep networks

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This paper cites Guilford Press, 2011.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Guilford Press, 2011

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.776180Z

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Observation 80a7446a-bece-4aff-936e-aca865edc0ce · outbound

This paper cites Is our self nothing but reward?Biological psychiatry, 69(11):1019–1025, 2011.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Is our self nothing but reward?Biological psychiatry, 69(11):1019–1025, 2011

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.763027Z

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Observation ca99e6af-04af-4431-ad93-ad54aa0f92ae · outbound

This paper cites Self-aware personalized federated learning.Advances in Neural Information Processing Systems, 35:20675–20688, 2022.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Self-aware personalized federated learning.Advances in Neural Information Processing Systems, 35:20675–20688, 2022

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.748847Z

Source-reported events for the cited work

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Observation fca808c5-df76-4b21-b6ab-8da5d94aede5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:26.629378Z

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This paper cites Integrated information theory: from consciousness to its physical substrate.Nature reviews neuroscience, 17(7):450– 461, 2016.

Emergence of Self-Identity in AI: A Mathematical Framework and Empirical Study with Generative Large Language Models Integrated information theory: from consciousness to its physical substrate.Nature reviews neuroscience, 17(7):450– 461, 2016

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:26.734728Z

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