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Paper Citation Record · LEDGER

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience

As of 16 August 2026, this Paper Citation Record lists 100 of 274 outbound references and 4 inbound Pith citation observations for arXiv:2505.05515.

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

pith.paper-citation-record.v1
2505.05515 v1

Coverage vector

measured 100 of 274 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:31:12.315811Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:15:43.051254Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T14:27:03.315382Z

Reference resolution

100 of 274 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7df9ae9d-032a-43b5-939c-ef736b139320 · outbound

This paper cites Routledge, 2009.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Routledge, 2009

Reference 1

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Observation 173aca70-353c-4783-8ff0-4dabec9822f8 · outbound

This paper cites Pearson, 2016.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Pearson, 2016

Reference 2

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Observation 6d6b4c32-3e23-4d55-85d3-ae5e2e84c1e7 · outbound

This paper cites Artificial intelligence: Structures and strategies for complex problem solving,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Artificial intelligence: Structures and strategies for complex problem solving,

Reference 3

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Observation 550a7c90-e01e-497f-b4b8-49ed1ebc558d · outbound

This paper cites Computa- tional Intelligence: a logical approach,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Computa- tional Intelligence: a logical approach,

Reference 4

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Observation fc9d7525-fb1f-456d-adfa-8ec68126d261 · outbound

This paper cites Elsevier, 1998.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Elsevier, 1998

Reference 5

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Observation 49e25f8e-33cc-40f4-bfcf-842b19967209 · outbound

This paper cites Cortico-cortical feedback engages active dendrites in visual cortex,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Cortico-cortical feedback engages active dendrites in visual cortex,

Reference 6

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Observation cc6ab1f6-d721-441c-b1e8-58ced1c6f56d · outbound

This paper cites Relating structure to function: Heschl’s gyrus and acoustic processing,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Relating structure to function: Heschl’s gyrus and acoustic processing,

Reference 7

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Observation 1bb85181-2a57-4b29-a37c-7e4607990e46 · outbound

This paper cites Feeling our way to machine minds: People’s emotions when perceiving mind in artificial intelli- gence,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Feeling our way to machine minds: People’s emotions when perceiving mind in artificial intelli- gence,

Reference 8

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Observation 303644b8-0b91-4325-bd1d-79807487ba4e · outbound

This paper cites Prefrontal cortex,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Prefrontal cortex,

Reference 9

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Observation 5413293c-9486-4f26-92ab-a2ecb766dac7 · outbound

This paper cites Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects,

Reference 10

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Observation 5dccf68e-b37b-4402-b98e-0a1ab32e4d5b · outbound

This paper cites Motor cortex—to act or not to act?.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Motor cortex—to act or not to act?

Reference 11

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Observation 184e30c4-3a81-4c16-94d7-fc8666cca15e · outbound

This paper cites The working memory costs of a central attentional bottleneck in multitasking,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The working memory costs of a central attentional bottleneck in multitasking,

Reference 12

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Observation 4b4d121e-1bde-4762-9705-732c184ea94f · outbound

This paper cites A unified attentional bottleneck in the human brain,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience A unified attentional bottleneck in the human brain,

Reference 13

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Observation cc5edd42-21a4-4fe3-adef-8c5596574f35 · outbound

This paper cites Psychology Press, 2014.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Psychology Press, 2014

Reference 14

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Observation 74deda6c-e4d2-4c29-b68b-835fc961a2de · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Chain-of-thought prompting elicits reasoning in large language models,

Reference 15

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Observation b5483b0c-e161-430d-8426-e8df73843c9b · outbound

This paper cites The distinct modes of vision offered by feedforward and recurrent processing,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The distinct modes of vision offered by feedforward and recurrent processing,

Reference 16

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Observation eba66e16-d559-4070-9dbb-9a562b89b9ff · outbound

This paper cites Feedforward and feedback interactions between visual cortical areas use different population activity patterns,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Feedforward and feedback interactions between visual cortical areas use different population activity patterns,

Reference 17

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Observation 4561605e-93df-4919-83cd-46ab2acaa210 · outbound

This paper cites Up- dating mental models in predictive reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Up- dating mental models in predictive reasoning,

Reference 18

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Observation f9a7e41c-787f-4173-a68e-c059146ad189 · outbound

This paper cites Thinking as Analogy-Making: Toward a Neural Process Account of General Intelligence,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Thinking as Analogy-Making: Toward a Neural Process Account of General Intelligence,

Reference 19

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Observation 4c48fcd0-7a40-4d4a-aa78-0f3ae5655907 · outbound

This paper cites A Survey of Reasoning with Foundation Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience A Survey of Reasoning with Foundation Models

Reference 20

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Observation c842e08c-effd-48b8-9cc9-dd62883bbeb0 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 21

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Observation f830e65c-4f90-4ccf-9331-25bf8250f6a2 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 22

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Observation 24b4641a-2f58-484f-b61a-708779465169 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 23

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Observation 67e719f4-3a97-499d-bd46-6f32da2f6a8a · outbound

This paper cites Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1),.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1),

Reference 24

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Observation 006726fe-db9d-4cb5-9e93-ac7df6d7d247 · outbound

This paper cites A case-based reasoner adaptive to different cog- nitive tasks,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience A case-based reasoner adaptive to different cog- nitive tasks,

Reference 25

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Observation d775cbb0-feb6-47e6-b67f-87d766145544 · outbound

This paper cites Ontology- oriented case-based reasoning (CBR) approach for trainings adaptive delivery,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Ontology- oriented case-based reasoning (CBR) approach for trainings adaptive delivery,

Reference 26

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Observation f47d667e-670d-4abf-bcca-875796f1f9f1 · outbound

This paper cites Academic Press, 2017.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Academic Press, 2017

Reference 27

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Observation 262fb2fb-7877-4d06-baf8-df8efcc85743 · outbound

This paper cites An integrative theory of prefrontal cortex function,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience An integrative theory of prefrontal cortex function,

Reference 28

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Observation 6710ccd6-119a-4727-a00c-81bf4da2e8ab · outbound

This paper cites Executive function: The search for an integrated account,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Executive function: The search for an integrated account,

Reference 29

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Observation 410a45ad-f66f-421e-af11-82f95da0d2ec · outbound

This paper cites Working memory,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Working memory,

Reference 30

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Observation efd5ef15-f342-4f74-a02f-832ecc866586 · outbound

This paper cites The episodic buffer: a new component of working memory?.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The episodic buffer: a new component of working memory?

Reference 31

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Observation 332819f0-537f-40ec-b85c-02a38caec821 · outbound

This paper cites SOAR: An architecture for general intelligence,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience SOAR: An architecture for general intelligence,

Reference 32

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Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Cambridge University Press, 1993

Reference 33

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Observation d583c34d-a899-4504-b09f-1e174be91c40 · outbound

This paper cites A neostriatal habit learning system in humans,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience A neostriatal habit learning system in humans,

Reference 34

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Observation b355ffeb-3d33-42d3-a3cc-cc860114c4e7 · outbound

This paper cites Implicit memory and transformative learning theory: Unconscious cognition,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Implicit memory and transformative learning theory: Unconscious cognition,

Reference 35

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Observation 9c58634b-67b3-483a-a432-18bef8cc7eca · outbound

This paper cites The case for implicit category learning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The case for implicit category learning,

Reference 36

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Observation a9134e3d-ee76-4c4f-a07d-7dce6c4c8c79 · outbound

This paper cites Learning strategy differentially impacts memory connections in children and adults,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Learning strategy differentially impacts memory connections in children and adults,

Reference 37

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Observation c0043395-393c-40b4-8a8f-4d1110cac5a5 · outbound

This paper cites IGI Global, 2017.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience IGI Global, 2017

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Observation 83d04ed3-8b22-446a-b549-685efc70532a · outbound

This paper cites London, UK: Palgrave Macmillan, 2009, pp.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience London, UK: Palgrave Macmillan, 2009, pp

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Observation b013ca3f-9656-46b2-97c4-1abdc247f87c · outbound

This paper cites M., Learning Through New Information—A Changing Struc- ture Oriented Approach.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience M., Learning Through New Information—A Changing Struc- ture Oriented Approach

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Observation 3c5e2be4-7417-41b7-a7cc-27badd5a77f5 · outbound

This paper cites Non- monotonic Reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Non- monotonic Reasoning,

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Observation 531223a5-d428-4fbe-9e16-3819040d1987 · outbound

This paper cites The Bayesian brain: the role of uncertainty in neural coding and computation,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The Bayesian brain: the role of uncertainty in neural coding and computation,

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Observation 850bc8fd-0ec4-4840-a0a3-8a99373e9bcb · outbound

This paper cites Bayes in the brain—on Bayesian modelling in neuroscience,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Bayes in the brain—on Bayesian modelling in neuroscience,

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Observation a007b448-d77a-4a5a-8372-d499c1e062d1 · outbound

This paper cites Predictive coding,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Predictive coding,

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Observation 3099e120-2662-4893-8ed0-78f6e31a09cd · outbound

This paper cites With or without you: predic- tive coding and Bayesian inference in the brain,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience With or without you: predic- tive coding and Bayesian inference in the brain,

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Observation 10d20054-42ba-4b20-8f8a-3566dc47c22e · outbound

This paper cites The free-energy principle: a unified brain theory?.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The free-energy principle: a unified brain theory?

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Observation 182b0ffa-6e9a-47a5-b3a2-73b6adff3f12 · outbound

This paper cites A free energy principle for the brain,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience A free energy principle for the brain,

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Observation efd2bc90-cb4f-4077-9ea3-7a969073e314 · outbound

This paper cites Parietal lobe: from action organization to intention understanding,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Parietal lobe: from action organization to intention understanding,

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Observation 908ff37f-4edb-4bad-85a9-fad52a6da608 · outbound

This paper cites The hippocampus,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience The hippocampus,

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Observation 136f4a2d-d3a4-4bd4-9286-b695a05d9811 · outbound

This paper cites Structure and function of the cerebral cortex,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Structure and function of the cerebral cortex,

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Observation 20579d2b-42aa-4b4f-a1e5-a23561eff250 · outbound

This paper cites Dual-processing accounts of reasoning, judg- ment, and social cognition,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Dual-processing accounts of reasoning, judg- ment, and social cognition,

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source=pdf_text observed=2026-08-15T23:31:12.135275Z digest=sha256:7db722291a59a8bed5a0c8d3635c8c9bf493cdfa15db1ede0c1d99085a4f6f61

Observation e47581ee-46c1-4f8b-8eb5-c1995b74b3ef · outbound

This paper cites Building machines that learn and think like people,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Building machines that learn and think like people,

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Observation e41ff6b0-209d-46da-a349-fc0d120fefd4 · outbound

This paper cites Bias in the brain: a diffusion model analysis of prior probability and potential payoff,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Bias in the brain: a diffusion model analysis of prior probability and potential payoff,

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Observation 3d493874-8264-46a9-870a-06bb7a48752f · outbound

This paper cites Brain networks of perceptual decision-making: an fMRI ALE meta-analysis,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Brain networks of perceptual decision-making: an fMRI ALE meta-analysis,

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source=pdf_text observed=2026-08-15T23:31:12.146337Z digest=sha256:afe53fc3c812ebb6e64730acc15eb3f2735801174280b217ad64194aa8f6ec59

Observation fbac4d9c-b367-423d-9f72-b735567b2325 · outbound

This paper cites Springer Science & Business Media, 1998.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Springer Science & Business Media, 1998

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Observation ad819d49-13ab-4083-a050-98769e37b9cb · outbound

This paper cites On the dimensionality of Reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience On the dimensionality of Reasoning,

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Observation e5ed4f09-d035-4843-a23d-691b53fa2a00 · outbound

This paper cites Geometry and spatial reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Geometry and spatial reasoning,

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Observation 13c1a7d2-c636-4bcf-b5b6-0cdbfefcb616 · outbound

This paper cites Men- tal models and temporal reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Men- tal models and temporal reasoning,

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Observation 8e00a0b6-78b1-442a-ac6d-e02499ebed83 · outbound

This paper cites Oxford University Press, 1996.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Oxford University Press, 1996

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Observation 86f9b9ed-0b2b-4962-b462-12d4084ff12a · outbound

This paper cites Logical reasoning in formal and everyday reasoning tasks,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Logical reasoning in formal and everyday reasoning tasks,

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Observation 86a80ccc-f929-456b-bd2a-627b8fd4478c · outbound

This paper cites GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering

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Observation 061da239-7773-42e9-99a1-58af60240672 · outbound

This paper cites LISA: Reasoning Segmen- tation via Large Language Model,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience LISA: Reasoning Segmen- tation via Large Language Model,

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Observation e2062b04-c711-4204-aeee-a85f0d4541be · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model,

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Observation c6c7547d-66e1-43b8-9085-8ec16a04d929 · outbound

This paper cites KN-VLM: KNowledge-guided Vision-and- Language Model for visual abductive reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience KN-VLM: KNowledge-guided Vision-and- Language Model for visual abductive reasoning,

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Observation 6a792cf0-28bd-415e-b5df-8e4293acecb7 · outbound

This paper cites Large language models are visual reasoning coordinators,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Large language models are visual reasoning coordinators,

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Observation 574cff4b-13e7-4e82-b9a5-774f8e402de6 · outbound

This paper cites Visual chain-of-thought prompting for knowledge-based visual reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Visual chain-of-thought prompting for knowledge-based visual reasoning,

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Observation a15d24d6-8942-425f-8b20-b1b115b11cee · outbound

This paper cites Visual CoT: Advancing Multi-Modal Language Models with a Com- prehensive Dataset and Benchmark for Chain-of-Thought Reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Visual CoT: Advancing Multi-Modal Language Models with a Com- prehensive Dataset and Benchmark for Chain-of-Thought Reasoning,

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Observation bbddd3a3-f5ac-4113-a037-1e90b5c69745 · outbound

This paper cites Enhancing LLM Reasoning via Vision-Augmented Prompting,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Enhancing LLM Reasoning via Vision-Augmented Prompting,

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Observation b6f56905-4989-4f8e-8ccc-0d180a44982a · outbound

This paper cites Visual programming: Compositional visual reasoning without training,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Visual programming: Compositional visual reasoning without training,

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source=pdf_text observed=2026-08-15T23:31:12.201418Z digest=sha256:4417e0da22fdeb1e7e09167059e1a272fba4f2987703859ce2467b911b25c0d5

Observation 5b2d1ccc-5cf1-49de-99b1-3f4d9c7020eb · outbound

This paper cites ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning

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Observation 1c91dc79-0132-4512-ad4e-64d37c751324 · outbound

This paper cites ViperGPT: Visual Inference via Python Execution for Reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience ViperGPT: Visual Inference via Python Execution for Reasoning,

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Observation 8f103424-de20-4ace-9d18-2186676edea1 · outbound

This paper cites HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning,

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source=pdf_text observed=2026-08-15T23:31:12.212381Z digest=sha256:e579319b1f674065c41dd3506a9ec7c9ee47767b5d4414f0892e66bc8453b80b

Observation 5d05fc0b-f326-456f-8aab-328ebac339b5 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

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Observation 5699c4bf-8378-494e-af00-8bdaeaf0476c · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Visual-RFT: Visual Reinforcement Fine-Tuning

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source=pdf_text observed=2026-08-15T23:31:12.219567Z digest=sha256:92261e6948fc0db87c74dc4dbcdc852d7524107424209dd1c7a8726cfee7ddeb

Observation bd48ab03-21e2-470e-8950-318e27693731 · outbound

This paper cites MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

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Observation d155c20b-bd03-4b10-b849-792490961a75 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Chain of Draft: Thinking Faster by Writing Less

Reference 76

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source=pdf_text observed=2026-08-15T23:31:12.227206Z digest=sha256:c897f9448e5ce1f402214da19cd91f37b0fa40f720d2fe6fb607164931627623

Observation 5ab0708c-06bf-4887-9fd8-3cb9368587fb · outbound

This paper cites SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World

Reference 77

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source=pdf_text observed=2026-08-15T23:31:12.230599Z digest=sha256:3db07bfa3d2dfd4bb6315f4171aa13446b2574e18b2095a7fda32c39eadbd095

Observation 8a0259a8-38d0-4468-8a8b-9e7399e73e72 · outbound

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

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Tree of thoughts: Deliberate problem solving with large language models,

Reference 78

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source=pdf_text observed=2026-08-15T23:31:12.234014Z digest=sha256:55191d91a4a09da3d7f4f83cd894d2afa4e08aa6c3a6c9f690aeccf24c03bfa5

Observation 0cb237fb-b12b-42ca-8391-4a7702a4e57e · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Graph of thoughts: Solving elaborate problems with large language models,

Reference 79

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source=pdf_text observed=2026-08-15T23:31:12.237578Z digest=sha256:fb7d9a6949410c220cab885923fd611ae0db752dfde480e07c539111f911c99d

Observation 2f606dbb-60d7-403b-aba2-5f1da0f3e94c · outbound

This paper cites Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic

Reference 80

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source=pdf_text observed=2026-08-15T23:31:12.241195Z digest=sha256:5cf8d9b2698d4ee5a9d47451e62c5534651fa611eda1be05c77c456da155cf58

Observation e1923abe-bbf0-46db-9cd6-83c0f9fc0393 · outbound

This paper cites Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data

Reference 81

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source=pdf_text observed=2026-08-15T23:31:12.245842Z digest=sha256:aa297c6af1f0361a1fa275a347c3acbb949b5571d7e9a46b168b3652c30da3bc

Observation aba0cb60-e148-4e76-9c9a-a7357f2c17b8 · outbound

This paper cites Active Prompting with Chain-of-Thought for Large Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Active Prompting with Chain-of-Thought for Large Language Models

Reference 82

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source=pdf_text observed=2026-08-15T23:31:12.249565Z digest=sha256:9ce9f0e7b4a55b4b5432ac66e9b087a21a2047fe67316a9831fe57e6c61903cd

Observation 92acb8f7-6e44-4853-a79b-f22571e38ed4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 83

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source=pdf_text observed=2026-08-15T23:31:12.253178Z digest=sha256:23aed87de9e82e21247872f5e8fc42f5ae5a389066c6a32bf3c45d245dcf51cb

Observation 7e64a298-66ae-4fdb-9fc0-5c907727ba16 · outbound

This paper cites Self-playing adversarial language game enhances LLM reasoning,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Self-playing adversarial language game enhances LLM reasoning,

Reference 84

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source=pdf_text observed=2026-08-15T23:31:12.257061Z digest=sha256:c5f25d8166ecaaf33f27310cf066ffd5b00ced4d3512a2a458890dc3c85eebf5

Observation fb01f054-36a1-4c11-87cf-b60ceed8ae70 · outbound

This paper cites Making Large Language Models Better Reasoners with Step-Aware Verifier.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Making Large Language Models Better Reasoners with Step-Aware Verifier

Reference 85

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source=pdf_text observed=2026-08-15T23:31:12.260340Z digest=sha256:53eac971a824ee49cb3a0d5e506ad30c0248b9dbb37c80c1abaa2b2bf686ca10

Observation d5454f4c-0489-4122-845e-77244666e8a0 · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search,

Reference 86

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source=pdf_text observed=2026-08-15T23:31:12.264756Z digest=sha256:799194903bae6323ba46accb967f9d000046ca91bf6c52d4783fedbf412e4f45

Observation 705094a3-4c95-4b7f-8e0c-a9250a823c2d · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 87

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source=pdf_text observed=2026-08-15T23:31:12.268271Z digest=sha256:0266e07f871e5f14d2ce9ea157aaa29db84db85bf6c23ba5523ebc82a6863a55

Observation 94f96dc4-1d8b-4085-a707-d7089c08620d · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 88

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source=pdf_text observed=2026-08-15T23:31:12.272006Z digest=sha256:309d269dc46915c981942008f4b12f7da53398aeecff1726c9c28d63fba1faf9

Observation 558b4f26-ef03-4180-8019-5dba93cc9ef2 · outbound

This paper cites Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs

Reference 89

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source=pdf_text observed=2026-08-15T23:31:12.275468Z digest=sha256:68ed09206569176d74a3e5f84968d7cf9990bcadcc25d5ccd5f81bac7fc875d1

Observation 2e23f7df-33a0-432c-bedc-0bfb74d7939d · outbound

This paper cites Learning Audio Concepts from Counterfactual Natural Language,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Learning Audio Concepts from Counterfactual Natural Language,

Reference 90

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source=pdf_text observed=2026-08-15T23:31:12.279220Z digest=sha256:013241b2fb0dabf56b21c5a38b8333fb0b995ffb13f9c3558661f38c078fe029

Observation 4882c0f9-c7b8-4398-8a5d-6643b96463ba · outbound

This paper cites BAT: Learning to Reason about Spatial Sounds with Large Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience BAT: Learning to Reason about Spatial Sounds with Large Language Models

Reference 91

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source=pdf_text observed=2026-08-15T23:31:12.282670Z digest=sha256:5bbae9e56e63f4457a14ed70adc4e2a0ef454516e16885d07f9e9a653025df61

Observation 79c7eab3-3d40-427d-8002-8d0fc012b763 · outbound

This paper cites Listen, Think, and Understand.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Listen, Think, and Understand

Reference 92

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source=pdf_text observed=2026-08-15T23:31:12.286757Z digest=sha256:89449ad16add958dfadcc9033f6846552b0fae74d3506bdabe4dc5bf6961a357

Observation 3047d3a2-562c-4867-a734-0675eb16e54d · outbound

This paper cites Octopi: Object Property Reasoning with Large Tactile-Language Models.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Octopi: Object Property Reasoning with Large Tactile-Language Models

Reference 93

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source=pdf_text observed=2026-08-15T23:31:12.290369Z digest=sha256:b0154505a170c477df37105f8cc5f666af73ec75b2f31c4552a644c404c60151

Observation 0a3035f7-c739-46bb-8ae0-e015663b36a0 · outbound

This paper cites TALON: Improving Large Language Model Cognition with Tactility-Vision Fusion,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience TALON: Improving Large Language Model Cognition with Tactility-Vision Fusion,

Reference 94

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source=pdf_text observed=2026-08-15T23:31:12.293960Z digest=sha256:24b11a18df1bdaa043d2542de7494ab305f4f74f0cb61abc8fce07deaf0d6012

Observation e7ac48b5-f911-4450-9d16-c3e1bd743bc1 · outbound

This paper cites Beyond Sight: Finetuning Generalist Robot Policies with Heterogeneous Sensors via Language Grounding.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Beyond Sight: Finetuning Generalist Robot Policies with Heterogeneous Sensors via Language Grounding

Reference 95

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source=pdf_text observed=2026-08-15T23:31:12.297659Z digest=sha256:37e46cddbb09b30819ec57d777f8f877b9fb9144c5fa52cc6d50f2283a0eacc8

Observation 4873d099-5780-452e-ad82-83db1cfa5dc5 · outbound

This paper cites Vision-language model-based physical reasoning for robot liquid per- ception,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Vision-language model-based physical reasoning for robot liquid per- ception,

Reference 96

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source=pdf_text observed=2026-08-15T23:31:12.301489Z digest=sha256:eeeac67a2c6d8ae16fe43e656ecd94ded0d82cba2492b669e1166406d01ad21a

Observation 3506628d-2467-47df-a666-5b3da0b694fd · outbound

This paper cites SpatialVLM: En- dowing Vision-Language Models with Spatial Reasoning Capabilities,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience SpatialVLM: En- dowing Vision-Language Models with Spatial Reasoning Capabilities,

Reference 97

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source=pdf_text observed=2026-08-15T23:31:12.304914Z digest=sha256:9a138adb0c315259305454db73f5f391f9e86dd9353625bef764eec424d612db

Observation f9ce97fd-403a-4187-89be-a9c8f62050a1 · outbound

This paper cites Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs,

Reference 98

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source=pdf_text observed=2026-08-15T23:31:12.308331Z digest=sha256:a9b39e13b6e99aa73c230c1468d032bdcaf6e615bc44474e740cb1ca0a139e8b

Observation 3e93bfc0-c50a-45e2-a6ec-5fa43c883e31 · outbound

This paper cites SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors

Reference 99

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source=pdf_text observed=2026-08-15T23:31:12.311799Z digest=sha256:7918fcd147e74b6edf0ec608eb246ec33d7db10e590448f1d36663aa34e599ab

Observation 355cc07b-3e06-47ed-9b9c-269a886d0bcc · outbound

This paper cites StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments,.

Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments,

Reference 100

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source=pdf_text observed=2026-08-15T23:31:12.315811Z digest=sha256:482a496d955fa5ed6da800be5fe6690d5af2c83fbdd64809bed3d710af9173e2

Pith citing papers

Observation bf4f93be-806c-420d-998f-99067b40ec73 · inbound

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

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience

Reference 108

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source=pdf_text observed=2026-08-07T14:15:43.051254Z digest=sha256:26e94943124f3a0ecca51bb8706c135b55c6694edaaf9501c344f1d3234919cc

Observation 4e874619-fb8c-4248-b663-262e330eece8 · inbound

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities cites this paper.

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience

Reference 61

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verified exact
arxiv_id, observed 2026-05-18T18:06:42.987514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-18T18:04:09.528381Z digest=sha256:44318e6016c5b36a6224a883cebbb950521243c8c49aa7fb7ce85a861e009bd7

Observation 960fb783-7388-4d4b-a3ad-d25bc719c746 · inbound

Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspective cites this paper.

Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspective Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience

Reference 129

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source=pdf_text observed=2026-08-04T19:39:10.582482Z digest=sha256:524be1ad67017bb2753b733cdcfa17e9f0901111c2f607fffd1999325b47d250

Observation 0d0c9244-e206-43d0-98f5-27b0bf32c01e · inbound

EFlow: Learning Evidence Flow for Long-Video Reasoning with Adaptive Reflection cites this paper.

EFlow: Learning Evidence Flow for Long-Video Reasoning with Adaptive Reflection Nature's Insight: A Novel Framework and Comprehensive Analysis of Agentic Reasoning Through the Lens of Neuroscience

Reference 16

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arxiv_id, observed 2026-07-02T14:27:03.316971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-07-02T14:19:04.890074Z digest=sha256:114aef86e550609eaa3e9a1a74261188485d8d395dda213440bd3898d49be701