Paper Citation Record · LEDGER

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

As of 10 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 5 inbound Pith citation observations for arXiv:2507.00951.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.00951 v3

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:07:11.097989Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:29:53.552702Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T07:50:59.550052Z

Reference resolution

100 of 300 outbound references displayed

verified exact3
verified fuzzy0
unresolved97
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a40165da-d4b0-4a2a-a03a-8b8a9148f688 · outbound

This paper cites Springer, 2009.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Springer, 2009

Reference 1

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Observation 8cfdfbeb-34a1-4cfc-b5de-43f635eab7ab · outbound

This paper cites A study of thinking.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A study of thinking

Reference 2

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Observation 006b727a-e1c3-4d2e-8d53-03f58ee21b75 · outbound

This paper cites MIT press, 2001.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact MIT press, 2001

Reference 3

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Observation ce06cce2-b296-4c38-9627-f9b5e31f00a3 · outbound

This paper cites Consciousness: here, there and everywhere? Philosophical Trans- actions of the Royal Society B: Biological Sciences, 370(1668):20140167, 2015.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Consciousness: here, there and everywhere? Philosophical Trans- actions of the Royal Society B: Biological Sciences, 370(1668):20140167, 2015

Reference 4

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Observation 010a2d12-2970-44f8-a827-03cc8cc8a59f · outbound

This paper cites The agi-cybersecurity nexus: Ex- ploring implications and applications.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The agi-cybersecurity nexus: Ex- ploring implications and applications

Reference 5

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Observation 79734d50-31bc-4348-8958-f76ade88e094 · outbound

This paper cites What if gpt4 be- came autonomous: The auto-gpt project and use cases.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact What if gpt4 be- came autonomous: The auto-gpt project and use cases

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.227646Z

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Observation 2c7ead9e-444d-4262-8e58-24c00a10d769 · outbound

This paper cites DeepSeek-V3 Technical Report.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact DeepSeek-V3 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.268062Z

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Observation 97041aba-9b3f-4e73-88d2-0d3c3a5513a5 · outbound

This paper cites Visual Reasoning Evaluation of Grok, Deepseek Janus, Gemini, Qwen, Mistral, and ChatGPT.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Visual Reasoning Evaluation of Grok, Deepseek Janus, Gemini, Qwen, Mistral, and ChatGPT

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.402514Z

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Observation 8c60725c-d840-4814-949e-3e1f7fabaecd · outbound

This paper cites Is Next Token Prediction Sufficient for GPT? Exploration on Code Logic Comprehension.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Is Next Token Prediction Sufficient for GPT? Exploration on Code Logic Comprehension

Reference 9

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Source-reported events for the cited work

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Observation 54101aae-70c2-4f30-93ea-3ceb5953741a · outbound

This paper cites Em- bodied agent interface: Benchmarking llms for em- bodied decision making.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Em- bodied agent interface: Benchmarking llms for em- bodied decision making

Reference 10

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Observation f7b4aaaa-697c-4dda-bde2-210dbfa77da0 · outbound

This paper cites LLM Post-Training: A Deep Dive into Reasoning Large Language Models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact LLM Post-Training: A Deep Dive into Reasoning Large Language Models

Reference 11

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Observation c7be3489-911c-4c4b-b48a-c27b3b0d9607 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892– 34916, 2023.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Visual instruction tuning.Advances in neural information processing systems, 36:34892– 34916, 2023

Reference 12

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Observation 7d1b3ed0-e9ad-49aa-9256-0611bd66a62d · outbound

This paper cites A survey of reinforcement learning from human feedback.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A survey of reinforcement learning from human feedback

Reference 13

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Observation 4aab4681-f57f-4d5a-a734-2f3a53a3bf7c · outbound

This paper cites Learning to limit data collection via scaling laws: A com- putational interpretation for the legal principle of data minimization.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Learning to limit data collection via scaling laws: A com- putational interpretation for the legal principle of data minimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.837440Z

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Observation d6648037-b89c-4281-a272-1b4871c3db59 · outbound

This paper cites AI-native Memory: A Pathway from LLMs Towards AGI.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact AI-native Memory: A Pathway from LLMs Towards AGI

Reference 15

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Observation 60d1c20d-c5da-4399-91c5-6340aa66911c · outbound

This paper cites Decision transformer: Reinforcement learning via sequence modeling.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Decision transformer: Reinforcement learning via sequence modeling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.842194Z

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Observation da36d6ad-0306-422b-b5a2-c263a3c7cf37 · outbound

This paper cites Latent Diffusion Planning for Imitation Learning.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Latent Diffusion Planning for Imitation Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.844469Z

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Observation 48beb725-6551-4d2a-a983-b8eeda5a0019 · outbound

This paper cites Re- act: Synergizing reasoning and acting in language models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Re- act: Synergizing reasoning and acting in language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.847596Z

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Observation 61b2465e-88de-40f7-9672-fe8814dd8c41 · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 19

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Observation 217bb2f6-df8d-4c09-b16a-6d7d1f110894 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824– 24837, 2022.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824– 24837, 2022

Reference 20

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Observation 0bd9eb7f-e530-44b6-812b-c8b6100b2781 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Tree of thoughts: Deliberate problem solving with large language models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.855946Z

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Observation 328c1791-8e88-4020-830e-a5014b55144a · outbound

This paper cites Large language models: a compre- hensive survey of its applications, challenges, limi- tations, and future prospects.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Large language models: a compre- hensive survey of its applications, challenges, limi- tations, and future prospects

Reference 22

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Observation ef6762ef-7629-4043-bf6c-87adf2e89aca · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Unresolved cited work

Reference 23

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Observation ca5723e4-d9e6-4658-96bc-c76c421f86a6 · outbound

This paper cites I, rodney brooks, am a robot.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact I, rodney brooks, am a robot

Reference 24

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Observation 8978eea8-53da-4538-9ee2-71bd344dd384 · outbound

This paper cites Navigating artificial general intelligence develop- ment: societal, technological, ethical, and brain- inspired pathways.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Navigating artificial general intelligence develop- ment: societal, technological, ethical, and brain- inspired pathways

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.865217Z

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Observation ffdc0687-aa1e-4bcb-8e99-5de85995e2ad · outbound

This paper cites How far are we from agi: Are llms all we need? Transactions on Machine Learning Research.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact How far are we from agi: Are llms all we need? Transactions on Machine Learning Research

Reference 26

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Observation 39efd4f7-434f-48c2-ab22-33402ba29a78 · outbound

This paper cites A methodological framework to inte- grate agi into personalized healthcare.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A methodological framework to inte- grate agi into personalized healthcare

Reference 27

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Observation d98728ef-98eb-408e-9390-9bc20b5abefc · outbound

This paper cites GPT-4 Technical Report.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact GPT-4 Technical Report

Reference 28

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Observation e79faaf1-1e50-436b-a130-0b4d5bafcf0d · outbound

This paper cites Amazon nova sonic: Technical report and model card.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Amazon nova sonic: Technical report and model card

Reference 29

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This paper cites Phi-4 Technical Report.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Phi-4 Technical Report

Reference 30

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Observation acbb80f2-e7a8-4c24-be21-01dde188e2b7 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Gemini: A Family of Highly Capable Multimodal Models

Reference 31

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This paper cites LLaMA: Open and Efficient Foundation Language Models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact LLaMA: Open and Efficient Foundation Language Models

Reference 32

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Observation 622b0c2e-d541-4034-b0b1-2d1f261564f9 · outbound

This paper cites AGI Safety Literature Review.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact AGI Safety Literature Review

Reference 33

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Observation 42cee2e3-8d1a-409e-8511-43ded1184b77 · outbound

This paper cites Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges

Reference 34

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Observation 7beefe0d-802c-4548-86ba-95cfe661a972 · outbound

This paper cites When brain- inspired ai meets agi.Meta-Radiology, page 100005, 2023.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact When brain- inspired ai meets agi.Meta-Radiology, page 100005, 2023

Reference 35

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Observation c77fcc33-1605-4811-92a0-7f2d002931f4 · outbound

This paper cites A Review of Findings from Neuroscience and Cognitive Psychology as Possible Inspiration for the Path to Artificial General Intelligence.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A Review of Findings from Neuroscience and Cognitive Psychology as Possible Inspiration for the Path to Artificial General Intelligence

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:07:12.653380Z

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Observation c23d7d72-8067-4b96-8f28-e255ece455d5 · outbound

This paper cites Computational intelligence methods for rule- baseddataunderstanding.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Computational intelligence methods for rule- baseddataunderstanding

Reference 37

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Observation d9a33b3b-04cd-4d63-916b-4c5469ea1991 · outbound

This paper cites From statistical re- lational to neurosymbolic artificial intelligence: A survey.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact From statistical re- lational to neurosymbolic artificial intelligence: A survey

Reference 38

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Computer: A history of the information ma- chine

Reference 39

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Observation b8cd3e1b-c4c7-477a-839e-4b9b3a1a58c1 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact what it can create, it may not understand

Reference 40

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A survey of knowledge-enhanced text generation

Reference 41

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities

Reference 42

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This paper cites Synthetic Data -- what, why and how?.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Synthetic Data -- what, why and how?

Reference 43

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This paper cites Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning

Reference 44

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This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 45

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This paper cites On The Planning Abilities of OpenAI's o1 Models: Feasibility, Optimality, and Generalizability.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact On The Planning Abilities of OpenAI's o1 Models: Feasibility, Optimality, and Generalizability

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.915557Z

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This paper cites The genai is out of the bottle: generative artificial intelligence from a business model inno- vation perspective.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The genai is out of the bottle: generative artificial intelligence from a business model inno- vation perspective

Reference 47

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This paper cites Reinforcement learning algo- rithms: A brief survey.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Reinforcement learning algo- rithms: A brief survey

Reference 48

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Observation 40a0b6b2-7482-4c18-b1c4-1f4aaeafdd76 · outbound

This paper cites Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero and more.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero and more

Reference 49

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Observation c82923ab-8043-4026-a313-078e09505b67 · outbound

This paper cites Highly accurate pro- tein structure prediction with alphafold.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Highly accurate pro- tein structure prediction with alphafold

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.924570Z

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Observation 885d7903-c6c8-4466-bfe7-2f4a43e19987 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Proximal Policy Optimization Algorithms

Reference 51

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Direct preference optimization: Your language model is secretly a reward model

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Observation 9c46f699-4e95-4156-b112-48f451f04b75 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learn- ing.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Reflexion: Language agents with verbal reinforcement learn- ing

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Observation 95f4c53f-8af8-4927-8caf-9b21dff800e3 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Reconciling deep learning with symbolic artificial intelligence: representing objects and relations.Current Opinion in Behavioral Sciences, 29:17–23, 2019

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Observation fb1c59b2-fa42-4934-a21f-65115e6e551e · outbound

This paper cites From machine learning to ar- tificial general intelligence: A roadmap and implica- tions.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact From machine learning to ar- tificial general intelligence: A roadmap and implica- tions

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Observation 850562f2-f885-4932-ae59-35d8e7affc77 · outbound

This paper cites The risks of low level narrow artificial intelligence.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The risks of low level narrow artificial intelligence

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Observation d6f51f45-84f3-437d-be88-587edc3b0a05 · outbound

This paper cites The emperor of strong ai has no clothes: limits to artificial intel- ligence.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The emperor of strong ai has no clothes: limits to artificial intel- ligence

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Observation f4aea3c4-710c-4462-b91d-a78b17dc372b · outbound

This paper cites Cog- nitive computational neuroscience.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Cog- nitive computational neuroscience

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Observation d81d18e9-86e3-4d2a-b6b4-98b0646bd03b · outbound

This paper cites Human and artificial cognition.Computers and Education: Artificial Intelligence, 3:100107, 2022.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Human and artificial cognition.Computers and Education: Artificial Intelligence, 3:100107, 2022

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Observation 992bf9d2-5d62-46fb-bd99-d00da28e6c22 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A critical review towards artifi- cial general intelligence: Challenges, ethical consid- erations, and the path forward

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Observation 78e66f07-3e3e-4fe4-b525-f7a7d6122cea · outbound

This paper cites Neurosymbolic value-inspired artificial intelligence (why, what, and how).

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Neurosymbolic value-inspired artificial intelligence (why, what, and how)

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Observation 91acbe90-4ce6-4be9-b7c8-06f16d26c8ed · outbound

This paper cites Connectionist- symbolic integration: From unified to hybrid ap- proaches.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Connectionist- symbolic integration: From unified to hybrid ap- proaches

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Observation 56b16fa5-3e4e-4a3e-a32b-a0c4938c5039 · outbound

This paper cites Agibench: a multi-granularity, multi- modal, human-referenced, auto-scoring benchmark for large language models.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Agibench: a multi-granularity, multi- modal, human-referenced, auto-scoring benchmark for large language models

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Observation 3ceb1209-3efe-420c-83a1-a8d2b4abe8ca · outbound

This paper cites Artificial general intelligence: con- cept, state of the art, and future prospects.Journal of Artificial General Intelligence, 5(1):1, 2014.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Artificial general intelligence: con- cept, state of the art, and future prospects.Journal of Artificial General Intelligence, 5(1):1, 2014

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Observation 38d97345-a043-48cf-a025-f06525620701 · outbound

This paper cites Toward mapping the paths to agi.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Toward mapping the paths to agi

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Observation bcc5dc8c-03cd-4468-af4a-7cddd0ba1d11 · outbound

This paper cites Cognitive architecture requirements for achieving agi.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Cognitive architecture requirements for achieving agi

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Observation 314132ca-8bb2-4a4f-b29f-1b357ce4c72f · outbound

This paper cites MobiLlama: Towards Accurate and Lightweight Fully Transparent GPT.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact MobiLlama: Towards Accurate and Lightweight Fully Transparent GPT

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Observation 31f725cd-ed67-4a99-a765-412913702e23 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Regulating artificial general intelli- gence (agi)

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Observation 62646098-e040-47d5-b327-f1ebd41bcb15 · outbound

This paper cites The Turing test: the elusive standard of artificial intelligence, volume 30.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The Turing test: the elusive standard of artificial intelligence, volume 30

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Observation d2b486a9-c807-4318-9712-4082bb281441 · outbound

This paper cites Intelligence as a social concept: a socio-technological interpretation of the turing test.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Intelligence as a social concept: a socio-technological interpretation of the turing test

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Observation 9d80fd15-06c6-4847-a706-7488f0cad12d · outbound

This paper cites Generative AI vs. AGI: The Cognitive Strengths and Weaknesses of Modern LLMs.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Generative AI vs. AGI: The Cognitive Strengths and Weaknesses of Modern LLMs

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This paper cites Human-ai interaction: intermittent, continu- ous, and proactive.Interactions, 28(6):67–71, 2021.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Human-ai interaction: intermittent, continu- ous, and proactive.Interactions, 28(6):67–71, 2021

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Observation 9c88e710-3b5a-488a-8d95-85cde4e95ecb · outbound

This paper cites Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI

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Observation fc1c56fc-a5b8-410e-bf74-8bf4d784c8c8 · outbound

This paper cites Ai agents vs.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Ai agents vs

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Observation 5870e222-3af3-44e7-acca-ebd6c215ef10 · outbound

This paper cites Mindstorms in natural language-based societies of mind.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Mindstorms in natural language-based societies of mind

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Observation 8277e0c5-04d5-4879-ba4f-859197bf6e86 · outbound

This paper cites Simon and Schus- ter, 1986.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Simon and Schus- ter, 1986

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Observation 85fdeb1f-71e2-426f-a0ea-65a43839efdf · outbound

This paper cites Agentic ai: Autonomous intelligence for complex goals–a comprehensive survey.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Agentic ai: Autonomous intelligence for complex goals–a comprehensive survey

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Observation 354c9c8a-80f1-40dc-b697-8c0f6f1ee0e8 · outbound

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This paper cites Annotated history of modern ai and deep learning.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Annotated history of modern ai and deep learning

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Observation 11a0e2c8-93dc-4dc6-b3f1-5ec1aa2753b0 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact A brief his- tory of artificial intelligence: On the past, present, and future of artificial intelligence.California man- agement review, 61(4):5–14, 2019

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Observation 25ad388e-9da8-4468-a248-dba461eb71c8 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Intel- ligent computing: the latest advances, challenges, and future

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Observation 8e03e4af-7fc6-41be-b38a-5a9c54a86da4 · outbound

This paper cites Cognitive architectures: Research issues and challenges, volume 10.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Cognitive architectures: Research issues and challenges, volume 10

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This paper cites The human brain in numbers: a linearly scaled-up primate brain.Fron- tiers in human neuroscience, 3:857, 2009.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The human brain in numbers: a linearly scaled-up primate brain.Fron- tiers in human neuroscience, 3:857, 2009

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Observation 5501e782-00b3-4c4f-b362-9bb40e1278c7 · outbound

This paper cites Neural modelling: Abstractions of the mind.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Neural modelling: Abstractions of the mind

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Source-reported events for the cited work

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Observation a485135a-3a26-41fd-baec-1c8633ae561b · outbound

This paper cites an unresolved cited work.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Unresolved cited work

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Observation c176d0f7-fa89-4d17-8b57-2856972f0af2 · outbound

This paper cites Current tech- nical approaches to brain energy metabolism.Glia, 66(6):1138–1159, 2018.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Current tech- nical approaches to brain energy metabolism.Glia, 66(6):1138–1159, 2018

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Observation c062ed44-6d84-4d3f-b0c9-c8fbf4cee9b1 · outbound

This paper cites Beyond cortex: The evolution of the hu- man brain.Psychological Review, 130(2):285, 2023.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Beyond cortex: The evolution of the hu- man brain.Psychological Review, 130(2):285, 2023

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Observation 6f8f6951-5a7c-4263-8714-6eecc4cff58e · outbound

This paper cites Functional specificity in the hu- man brain: a window into the functional archi- tecture of the mind.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Functional specificity in the hu- man brain: a window into the functional archi- tecture of the mind

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Observation 9c8af538-820a-473c-b283-9672ad3e8098 · outbound

This paper cites Equal numbers of neuronal and nonneuronal cells make the human brain an isometrically scaled-up pri- mate brain.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Equal numbers of neuronal and nonneuronal cells make the human brain an isometrically scaled-up pri- mate brain

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Observation 0ea99c16-0211-43c8-b803-28a3a3be11d1 · outbound

This paper cites Yes, the human brain has around 86 billion neurons.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Yes, the human brain has around 86 billion neurons

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Observation c5fcaefc-9fac-4cc4-b812-90e0f56a54dd · outbound

This paper cites The evolution of distributed association networks in the human brain.

Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The evolution of distributed association networks in the human brain

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Observation f3d46077-30af-4a85-ab0a-dadbed606b98 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Network design and the brain

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Observation fd473069-4a34-47e4-b783-799fcc02e0e2 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Small-world human brain networks: perspec- tives and challenges.Neuroscience & Biobehavioral Reviews, 77:286–300, 2017

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

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Observation 93d520e3-4f26-41b0-aae2-a85784c003b6 · outbound

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Observation c5861e33-4e53-4122-9cf5-5c9fba0c2ae8 · outbound

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Observation 36998e70-a7ec-4645-b3fd-7e0ee2efb1be · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The emergence of generative artificial intelligence: Enhancing critical thinking skills in chatgpt-integrated cognitive flex- ibility approach

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Observation 22b77e3c-fb7c-4928-8699-eb808401e53a · outbound

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Source-reported events for the cited work

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Observation d93004af-df2b-422c-9d77-8cb70b4c9d1b · outbound

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Observation 0bfdbe5b-b700-4634-a2d8-91be7ff4d604 · outbound

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Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact The cerebellum, predictive control and motor coordination

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Towards Responsible Multimodal Medical Reasoning via Context-Aligned Vision-Language Models Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 27deb956-f46f-4af5-994d-cb02fd085420 · inbound

Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language cites this paper.

Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Reference 139

Resolution: unresolved; no resolver link, observed 2026-07-11T23:16:58.545731Z

Source-reported events for the cited work

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Observation 09c75e8a-d7d3-42b2-abd0-ad50d73ee26f · inbound

Consistent but Miscalibrated: Evaluating LLM Limitations for Risk Communication in Natural Language cites this paper.

Reference 139

Resolution: unresolved; no resolver link, observed 2026-07-13T07:02:13.140334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.