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Paper Citation Record · LEDGER

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability

As of 18 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2607.28942.

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

pith.paper-citation-record.v1
2607.28942 v2

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:24:56.807886Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

80 of 80 outbound references displayed

  • verified exact0
  • verified fuzzy23
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2365ac7-5c7a-48f6-a154-c935e7145749 · outbound

This paper cites Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

Reference 1

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source=arxiv_source observed=2026-08-05T04:24:56.378144Z digest=sha256:83358803a2b44dda43c56baafc642340a82919a9838679017d669d3561c4e9ca

Observation 9d562fc6-f1d2-4529-a5c1-3986490b3bd7 · outbound

This paper cites Classification Problem Solving.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Classification Problem Solving

Reference 2

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source=arxiv_source observed=2026-08-05T04:24:56.385226Z digest=sha256:fa6f44d55da4b7677bd9c731f3363f6769190f96889757faf00f3480f494bede

Observation 15ce1230-ac7e-4872-acae-79e271dcbac4 · outbound

This paper cites , title =.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability , title =

Reference 3

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source=arxiv_source observed=2026-08-05T04:24:56.390135Z digest=sha256:9aa3e2cefae872bef881ef86d109c204840196360308ea0624f7164ab116136d

Observation a9837fa9-a03f-450e-9dd2-870b6567c7b0 · outbound

This paper cites New Ways to Make Microcircuits Smaller---Duplicate Entry.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 4

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source=arxiv_source observed=2026-08-05T04:24:56.395165Z digest=sha256:bd499fe2b971ecfe15a0338205a837cccdf5fe10f8d6c6285c236766a1a9d40d

Observation a72f7a40-b1b8-4c21-9f4e-1f0b23496b1f · outbound

This paper cites Clancey and Glenn Rennels , abstract =.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Clancey and Glenn Rennels , abstract =

Reference 5

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source=arxiv_source observed=2026-08-05T04:24:56.399867Z digest=sha256:3d3f4f5cc2aac4d32da7a1bad5d3f722efde693b09d396960f5b8c828a4f579a

Observation 1ffe3b5d-3701-4ec2-8d7d-3bb491e612de · outbound

This paper cites and Rennels, Glenn R.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability and Rennels, Glenn R

Reference 6

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source=arxiv_source observed=2026-08-05T04:24:56.405285Z digest=sha256:02d85d1a1d33bdb260814e6f25051e88ce42a19b3428e51e48cbe3745c14322d

Observation fd544bc1-ecaf-403d-9bdd-8ee3b0a91499 · outbound

This paper cites Poligon: A System for Parallel Problem Solving.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Poligon: A System for Parallel Problem Solving

Reference 7

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source=arxiv_source observed=2026-08-05T04:24:56.410445Z digest=sha256:fab27799ec764d20d146c6c8aaa67bd52ba4a502bc8ae25ec1cc5baef1bea752

Observation b4c88cd2-bb6f-4407-8d61-ad5467a7863f · outbound

This paper cites Transfer of Rule-Based Expertise through a Tutorial Dialogue.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 8

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source=arxiv_source observed=2026-08-05T04:24:56.415169Z digest=sha256:5ec6c51dd648e0c4d48e3f2e9517092e7c88cb4dd82682a53ce8a2f4ea00ca54

Observation f19635b8-0619-4339-a32f-f64ecabf1d1c · outbound

This paper cites The Engineering of Qualitative Models.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Engineering of Qualitative Models

Reference 9

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source=arxiv_source observed=2026-08-05T04:24:56.420730Z digest=sha256:affe48a1c83a36c893c14038e8e5f825230fe81f7e16806b4a5516c6d7846bcb

Observation e3deb122-63e4-4da4-9235-c4b9d3c061c3 · outbound

This paper cites 2023 , eprint=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability 2023 , eprint=

Reference 10

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source=arxiv_source observed=2026-08-05T04:24:56.425304Z digest=sha256:6459dabacb9b97b4cc284d9a24f205ca506224486a6a9d8e70e099cb59e50f0a

Observation f0bb336d-ba08-48e4-b77f-bc5cbb5ea624 · outbound

This paper cites Pluto: The 'Other' Red Planet.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Pluto: The 'Other' Red Planet

Reference 11

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source=arxiv_source observed=2026-08-05T04:24:56.430318Z digest=sha256:3aaa4a8456515125cf2ec913e64b09f6f0457bca8500c8c4e8a3e5560df2f7e9

Observation cee6cd68-b078-4139-9dec-51c4bd9568c8 · outbound

This paper cites Advances in neural information processing systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in neural information processing systems , volume=

Reference 12

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source=arxiv_source observed=2026-08-05T04:24:56.435464Z digest=sha256:21cdf3eb754c91e7b9cdfaee9a5974870f28d736161a44563433a077f913e779

Observation 399d623b-12fc-406a-b173-7b470cdb713a · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 13

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source=arxiv_source observed=2026-08-05T04:24:56.440342Z digest=sha256:31fe0e352a857ae2ea18cfc4bebc27071104e9f0e48085992fb1843e3d0eb37d

Observation 03686e7a-0366-405a-bcc1-af840b9802ed · outbound

This paper cites Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents

Reference 14

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source=arxiv_source observed=2026-08-05T04:24:56.445855Z digest=sha256:f1c2092dcde86cd79a539f753ff5e7c0802ad595114b13c322f73ba488bf4cc6

Observation 4d543068-4bf1-4927-a31e-512178265d94 · outbound

This paper cites Self-Reflection in LLM Agents: Effects on Problem-Solving Performance.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 15

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source=arxiv_source observed=2026-08-05T04:24:56.450476Z digest=sha256:c8fc69c2072846256a1bb4397d55f230e690ef1f55d9179cd4cd26862f73984a

Observation 2dfdf609-afbc-4f2c-a11d-7d5e6f9613d6 · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 16

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source=arxiv_source observed=2026-08-05T04:24:56.455835Z digest=sha256:926e7da4e4e87be4c4229c773274801aaa74746e15762b5ee7be4a589c49bd36

Observation 2175e3ce-0122-47c1-ab6b-beb0946bd3c4 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 17

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source=arxiv_source observed=2026-08-05T04:24:56.461013Z digest=sha256:b9204966010435b3d39f02417fb37e3e2b21f68e1c3de0b5af675afa0a241f66

Observation 588b67c6-76c6-43b7-895b-e0cd833a2c5c · outbound

This paper cites ALFWorld: Aligning Text and Embodied Environments for Interactive Learning.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Reference 18

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source=arxiv_source observed=2026-08-05T04:24:56.465908Z digest=sha256:e7f222f77d1e8fd96a8ecc612086cfe7a539f697210307e598f7076148347f5a

Observation df54f683-8f47-4790-897c-59df4a87906d · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in Neural Information Processing Systems , volume=

Reference 19

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source=arxiv_source observed=2026-08-05T04:24:56.470755Z digest=sha256:40f6e474a2d2f705bc22f332f33b913979a21b19b75e6515c99179648ef6a9e7

Observation 4ba2d511-205c-4b7a-8b46-46b43e939f23 · outbound

This paper cites Advances in neural information processing systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in neural information processing systems , volume=

Reference 20

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source=arxiv_source observed=2026-08-05T04:24:56.475230Z digest=sha256:bddef0238dfdb6828c94ae53ba5479b6e012eff459d37e9a3eb302af0911563c

Observation 303ee47c-8b6c-4f19-aca6-5f791664b8bc · outbound

This paper cites AgentGym: Evolving Large Language Model-based Agents across Diverse Environments.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

Reference 21

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source=arxiv_source observed=2026-08-05T04:24:56.479523Z digest=sha256:921b007bf2a07f6a1436023f9289c5b8d3c6d7105b7c8241fd6ae9c307c53dd8

Observation ca2b51ce-2a07-4f3d-a61a-a7a949c30455 · outbound

This paper cites The eleventh international conference on learning representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The eleventh international conference on learning representations , year=

Reference 22

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source=arxiv_source observed=2026-08-05T04:24:56.484318Z digest=sha256:97332b2c3ca730106ab290567de39e63e4cc3f81409e8ab25e3e218eecdac3be

Observation 3e5939ee-9380-4a8a-9a51-481a6e66207e · outbound

This paper cites NeurIPS Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability NeurIPS Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning , year=

Reference 23

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.488914Z digest=sha256:6485889c81699f48ac12a8ce58207c9a470387bc3824ae0ae69e8a153a602e06

Observation b7bebb30-45f0-4fc8-be87-197a30fa64a1 · outbound

This paper cites ACON: Optimizing Context Compression for Long-horizon LLM Agents.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability ACON: Optimizing Context Compression for Long-horizon LLM Agents

Reference 24

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source=arxiv_source observed=2026-08-05T04:24:56.493925Z digest=sha256:628e7b11d775b3804458358e033315f919caabcd86964bc63c1444ada247bf69

Observation 73f056db-ad7b-4755-a67e-17ba50eece67 · outbound

This paper cites 2025 , publisher=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability 2025 , publisher=

Reference 25

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source=arxiv_source observed=2026-08-05T04:24:56.500855Z digest=sha256:c078f2230e8501083b327b440e9b93bb0d6d9124291ed51d09badf4bab3a9bda

Observation 0577d5b1-0410-4eef-8215-271a335222f3 · outbound

This paper cites Advances in neural information processing systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in neural information processing systems , volume=

Reference 26

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source=arxiv_source observed=2026-08-05T04:24:56.512640Z digest=sha256:60456a35b7fd0bc32951988eb36caa4c9c2a1e0ed8a4502820eff435b174fcc7

Observation a7c45c58-18d6-45a3-8c2b-bcb42b9f51ac · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 27

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source=arxiv_source observed=2026-08-05T04:24:56.517865Z digest=sha256:daf6a68f18087754540f9d43d6680d880f51f0299a688c26b53a320177922c27

Observation 5cab3d81-f5b4-4734-91d3-a8a125fb4c1d · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in Neural Information Processing Systems , volume=

Reference 28

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.522637Z digest=sha256:c3c5e0b935207dc0e9405a2ace50dad88e8077c1e220fac0bb17429ecc4c2ebd

Observation e6206fd8-0eb1-4833-8f48-6913b47fe17b · outbound

This paper cites , author=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability , author=

Reference 29

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.527986Z digest=sha256:358871e3bb927b6bf132c68e336f2a8b7668c87d4fa8b68bc0c4f231b114286e

Observation 6defef2d-e3c3-4946-bf5e-1ee0ba03c191 · outbound

This paper cites Journal of artificial intelligence research , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Journal of artificial intelligence research , volume=

Reference 30

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source=arxiv_source observed=2026-08-05T04:24:56.534288Z digest=sha256:53240a0cc2a7971c36c4f9de439a211ab06471d75b7ae08419956454b153a39e

Observation 9c0cabf0-9218-4f67-9645-9228298733e4 · outbound

This paper cites Machine Learning and Knowledge Extraction , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Machine Learning and Knowledge Extraction , volume=

Reference 31

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.540146Z digest=sha256:1bd8d45e2256f6315a44ba96cc52dc765bd1804b459ef9b999e8d4185fd142b7

Observation 628693c9-8119-4d0f-8842-1bb0a9a66641 · outbound

This paper cites arXiv preprint arXiv:2511.07327 , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability arXiv preprint arXiv:2511.07327 , year=

Reference 32

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source=arxiv_source observed=2026-08-05T04:24:56.546032Z digest=sha256:53daa03c84e733f4a62e2644ae105eb4eb6a367563b57f5170db296a114747b8

Observation 70db23a3-6147-442a-acd3-1f6f628e24b0 · outbound

This paper cites arXiv preprint arXiv:2510.06727 , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability arXiv preprint arXiv:2510.06727 , year=

Reference 33

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source=arxiv_source observed=2026-08-05T04:24:56.552012Z digest=sha256:9355e6e962933c81287066cba77c38f386e500b356eb042d017fafc9d38068c9

Observation cb49876f-3892-44d5-8477-eff7e08eadf4 · outbound

This paper cites NeurIPS Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability NeurIPS Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning , year=

Reference 34

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.557023Z digest=sha256:00c93c29e75714e5fd548ee0f044beece55d4885101bb2d9156a26a05622a01e

Observation e35d0e02-0de5-48eb-be42-56ec25221b55 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Thirteenth International Conference on Learning Representations , year=

Reference 35

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source=arxiv_source observed=2026-08-05T04:24:56.561856Z digest=sha256:13a13d9cd6310ca961008d8207afa7bdcac69d8b24b7eb6007877972b0fe6ace

Observation 165f6ef8-5111-4ef9-a9db-801736efc0df · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 36

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source=arxiv_source observed=2026-08-05T04:24:56.566363Z digest=sha256:bb9458a24b1d01d8f95a6952aa4c3cddf0f70487900b5cadd88d442494cca4e0

Observation fa7b2d42-b81d-4f94-99c8-bac70ee74bdb · outbound

This paper cites AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Reference 37

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unresolved
no resolver link, observed 2026-08-05T04:24:56.571280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.571280Z digest=sha256:f8682d1047aa94ded70dabc3bea4aa0aac9353516155d9974a373fbf50b720ac

Observation 420a7c07-b83e-4750-a5b1-91dcf29f4ac5 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 38

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.155093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.576060Z digest=sha256:bdd7d5e5cef40607bb2e48310d6f65cd0559820f8d11b2851e34bc5eb2178cb1

Observation 7a78d3b8-d489-4d39-b545-3f46b44bf4d9 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.139522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.581025Z digest=sha256:c62ff6c8f033c75ac873d07a3dd09a97beba18abd24c5c129f817dbba41b0c9c

Observation ab0cbd2f-ecdd-4e6c-bd56-abcdfe9fa359 · outbound

This paper cites Group-in-Group Policy Optimization for LLM Agent Training.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Group-in-Group Policy Optimization for LLM Agent Training

Reference 40

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unresolved
no resolver link, observed 2026-08-05T04:24:56.585778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.585778Z digest=sha256:ef46c13bafda689979d7c362302de416303cc32b363402eed1ed090b1ff9a3f4

Observation e979604f-80ca-4eae-a9a7-20787b849f85 · outbound

This paper cites 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , pages=

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.125169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.592057Z digest=sha256:ce86b25b9d9a420f02b70f3be8f7d6903f8b0852cc9252f63f5c641ec92e272e

Observation 3b82de1c-da72-43f9-a4e6-e5acc0f56569 · outbound

This paper cites International Conference on Machine Learning , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability International Conference on Machine Learning , pages=

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.109101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.597559Z digest=sha256:f0123264a9e102c45fbf1ccfa2e3bbd7e01d51fbe7de9b0f2c09a8e701a98cdf

Observation c43d6402-208b-4f7f-8b85-993aa6d86a93 · outbound

This paper cites Transactions on Machine Learning Research , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Transactions on Machine Learning Research , year=

Reference 43

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unresolved
no resolver link, observed 2026-08-05T04:24:56.602578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.602578Z digest=sha256:4cdf2b94bd8c0b504ffd935485e00a7548b2bcdde22356bf68b374344cc0f2eb

Observation 944594fc-ddf7-4ae0-9b58-5f5c871c35f3 · outbound

This paper cites Journal of the Royal Statistical Society Series B: Statistical Methodology , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Journal of the Royal Statistical Society Series B: Statistical Methodology , volume=

Reference 44

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no resolver link, observed 2026-08-05T04:24:56.607949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.607949Z digest=sha256:8a5c71ce7beafe1f8257c16ac7c054610daed6c5765f3b26d257980988e27705

Observation 0a08a676-7ff4-4910-aa76-22f0696c0bd6 · outbound

This paper cites Biometrika , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Biometrika , volume=

Reference 45

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unresolved
no resolver link, observed 2026-08-05T04:24:56.612580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.612580Z digest=sha256:f864c52c80bdb9c24257fdc30bf5d4c42def1b739a8b4e35e271ece7590e4685

Observation 01f956fe-0bf1-4b2d-b05c-60614fad5faa · outbound

This paper cites International conference on artificial intelligence and statistics , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability International conference on artificial intelligence and statistics , pages=

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.064004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.616808Z digest=sha256:43ffed71f5b5399d45f7e5d3dd0c9ce3df4c5b1614136e8537acdc1614c9c398

Observation 933a3299-a027-4a9d-bd07-efa0ccd56ea8 · outbound

This paper cites Data-driven Sequential Monte Carlo in Probabilistic Programming.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Data-driven Sequential Monte Carlo in Probabilistic Programming

Reference 47

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T04:24:56.984081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.621254Z digest=sha256:c23dc0ebeea96cb4fb26451a3259d7a2f779088fd3e00fc0e469f49428377a3f

Observation 8152833e-16a1-429b-9c45-9fbb81f2bfb6 · outbound

This paper cites Sequential Monte Carlo methods in practice , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Sequential Monte Carlo methods in practice , pages=

Reference 48

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no resolver link, observed 2026-08-05T04:24:56.625905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.625905Z digest=sha256:434f575d6eaf8618932ee117cba5cdf1e40b501da66f05b32cacf355f8854cf6

Observation 58e342d1-6d93-4ca7-8cef-9252bc73e51f · outbound

This paper cites 2020 , publisher=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability 2020 , publisher=

Reference 49

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no resolver link, observed 2026-08-05T04:24:56.631323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.631323Z digest=sha256:bd913c8158f9fa98287a6cda79c0e3ef4ed257197a1bab581206371470b09623

Observation 2249d2fe-39cf-4d1b-a9b6-3bd7ed19e150 · outbound

This paper cites , author=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability , author=

Reference 50

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unresolved
no resolver link, observed 2026-08-05T04:24:56.636514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.636514Z digest=sha256:f4f681326486b30e8d2a75c23d55538cdc05cdb14e7c6f832fbe841d432dba66

Observation ce639278-f14f-498d-936c-c41c18f5e231 · outbound

This paper cites Proceedings of the 2018 international conference on management of data , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 2018 international conference on management of data , pages=

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:58.018098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.642881Z digest=sha256:17fd732aed51cde53c2154411aa24cce5f2cd68cf4e24641a07b36c12968f5b3

Observation 4f3a3301-fea0-426c-9c7b-236bcf94823e · outbound

This paper cites Big Data and Cognitive Computing , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Big Data and Cognitive Computing , volume=

Reference 52

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unresolved
no resolver link, observed 2026-08-05T04:24:56.648642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.648642Z digest=sha256:41423c05363ce900ec6f5fd7acf7fb4cd59fe2137e1808f0b38a78e04c43741d

Observation d6fd4195-9c25-4a93-9af9-fa79bdfdf8b4 · outbound

This paper cites Advances in neural information processing systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in neural information processing systems , volume=

Reference 53

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unresolved
no resolver link, observed 2026-08-05T04:24:56.654140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.654140Z digest=sha256:9bc83c2739fae286ee6996ef60aa2f3e739297d5efc337f96c83616869c3dd36

Observation 234268d7-539a-4ef1-b40d-89c3e43e4a61 · outbound

This paper cites International Conference on Machine Learning , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability International Conference on Machine Learning , pages=

Reference 54

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unresolved
no resolver link, observed 2026-08-05T04:24:56.659279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.659279Z digest=sha256:ce6bcadab6e9671c957946ca979f1b6ebea11d5152805de1be0f368b72b5e341

Observation 37e06073-106b-455b-b5b6-8b02ad37bfb1 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Thirteenth International Conference on Learning Representations , year=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.973566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.665271Z digest=sha256:c9b301f986722bef6f6ed1439fe16400e04c36b5360f64aca86b31c84fbfb2a9

Observation 20feeab3-822e-4799-81ac-609e46d145ca · outbound

This paper cites Advances in neural information processing systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in neural information processing systems , volume=

Reference 56

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unresolved
no resolver link, observed 2026-08-05T04:24:56.670838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.670838Z digest=sha256:46d86d7a39de1bfcdfc90532d588edfa3811643d57c0c72f372fa96b21b7a2cf

Observation 7476fc6d-e760-4d6b-9038-bc555145bc4e · outbound

This paper cites ACM Transactions on Intelligent Systems and Technology , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability ACM Transactions on Intelligent Systems and Technology , year=

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.948245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.677421Z digest=sha256:094f56581aa9a4db3ebc87d06ddf52fcf7b15738bd546a9bca31e100931873c5

Observation c84125e7-c185-446a-877c-6374e1beaf93 · outbound

This paper cites Reasoning Models Can Be Effective Without Thinking.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Reasoning Models Can Be Effective Without Thinking

Reference 58

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unresolved
no resolver link, observed 2026-08-05T04:24:56.685677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.685677Z digest=sha256:cc162c71ff65b3e3a33c3d5e7ec2af12231fdc4b83bf5242e27420b5d75fd8d1

Observation 81cc2e05-00bb-4006-b3aa-68708cd266a4 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.932768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.691882Z digest=sha256:90c931977fa33124fb525170abbcada9752f56ad34b4c4ae51b841c790ea8e7b

Observation c63a16c6-d13e-4576-8264-d7ceb57db401 · outbound

This paper cites On the Brittle Foundations of ReAct Prompting for Agentic Large Language Models.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability On the Brittle Foundations of ReAct Prompting for Agentic Large Language Models

Reference 60

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unresolved
no resolver link, observed 2026-08-05T04:24:56.697811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.697811Z digest=sha256:dd9b66022eaf437dfece926a0cd7150c3e0ea1ca5789ca88b8396e6ae89a369b

Observation 84015d9c-7447-4db7-88e6-b3768e1faafb · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.916985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.704218Z digest=sha256:14d365d592a0293bc7d1552809989967efec61ed75566252fa7c60fb2b9a02e2

Observation f8900606-bcef-415b-ab27-00dbdcdac4e5 · outbound

This paper cites A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models

Reference 62

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unresolved
no resolver link, observed 2026-08-05T04:24:56.708873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.708873Z digest=sha256:89963c4038e1170ee5e02718a9de1e6d1e3864319bbad2a29ab4b625cd88a968

Observation 8a4938f7-aee2-4f10-9c3e-e240a02c2301 · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Thirteenth International Conference on Learning Representations , year=

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.901614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.713641Z digest=sha256:9ef56c19ef5183c54a24d1401904927e3b5f8308a9c709fd48a271cf5b475fe0

Observation 002f8b70-fc57-4cb8-846f-f7522ae78b2a · outbound

This paper cites International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability International Conference on Learning Representations , year=

Reference 64

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unresolved
no resolver link, observed 2026-08-05T04:24:56.720473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.720473Z digest=sha256:b68157b50fe3c60b4faba992425f542c8e0a858ef78e041ef98d5705a5588e5c

Observation 4d2b27f9-601d-4fe0-97ac-1bff7f26af8b · outbound

This paper cites Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 61st annual meeting of the association for computational linguistics (volume 1: long papers) , pages=

Reference 65

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unresolved
no resolver link, observed 2026-08-05T04:24:56.726274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.726274Z digest=sha256:3b960b4ab50f0de1470e906326d2a15baca29b007c5f722d421b16e1faf16f83

Observation 21387f4d-a840-4272-81ea-e343659d0776 · outbound

This paper cites Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 66

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unresolved
no resolver link, observed 2026-08-05T04:24:56.732524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.732524Z digest=sha256:ca88d0fdfd0bacfdc9fdd8c93e2f597f78f59f298017457ca878a6db3b3282b5

Observation c3ab7e2e-ab6d-43f0-9053-6bb60e88e407 · outbound

This paper cites OpenAI GPT-5 System Card.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability OpenAI GPT-5 System Card

Reference 67

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unresolved
no resolver link, observed 2026-08-05T04:24:56.737412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.737412Z digest=sha256:bc6791287aa3006f5973acbc99b5fcf4dca35f4d642f39de8aa67a9907da4ab0

Observation 64287159-2583-46d7-be65-42a100e70e4c · outbound

This paper cites Proceedings of the First Workshop on Neural Machine Translation , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the First Workshop on Neural Machine Translation , pages=

Reference 68

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.857903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.743267Z digest=sha256:6422ac57fc3b5dfb2f10e3078f28c856759aedfa9cd392a23556b2e6a89feaea

Observation b9faf7fe-5da9-4d52-8d4b-e0f14bc4b98f · outbound

This paper cites International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability International Conference on Learning Representations , year=

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.842607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.749165Z digest=sha256:acc655f723be749c2f011040b91045cfb7aaa616b6c7f234f294005cd4936239

Observation ea176846-c034-49d5-9cc3-0a154f15d3c7 · outbound

This paper cites The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Thirty-eighth Annual Conference on Neural Information Processing Systems , year=

Reference 70

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verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.826857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.756632Z digest=sha256:7739b637d7d6255ab2d18cf1e93cd05cdfb1f70849677f32e13af0c61c58ed23

Observation de593a4a-0db1-4b03-8a31-161e91b9a19c · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in Neural Information Processing Systems , volume=

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.810391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.761404Z digest=sha256:95ba5c91f79cc6b371c7374ed3ae1a217b014e1ce21c118585a07157633ac0b7

Observation 27ab0e4f-98bc-4231-8255-bb3613cccd8b · outbound

This paper cites Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency

Reference 72

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unresolved
no resolver link, observed 2026-08-05T04:24:56.766222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.766222Z digest=sha256:6edce5f6711916a9e4e2dbd0e5f586a1cd057386f2b84be874f170e372cc33b4

Observation 9f23081e-4e7f-45b1-a9f1-b3aee68598e2 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Advances in Neural Information Processing Systems , volume=

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-05T04:24:56.771656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.771656Z digest=sha256:b813e6d4e6d9e331f8b04cf831acf8b34e2134f3126665f8ba4fd58be80f42aa

Observation 4b5c01df-2dd9-4603-86d0-55158cc0f48f · outbound

This paper cites Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence , pages=

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.785275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.777776Z digest=sha256:512e828d7f9fa502fead1c4820059b68c97d8642b348e918d98ee5f26b1a3f83

Observation 4cf38057-a1e9-40ac-9792-37d900553d7d · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.769888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.782575Z digest=sha256:de9cc83fe4ed5cc4cf4ce714597ee276edb2bf2a99428d4c137db548278d8fa4

Observation e51fb038-841b-43fe-a4d1-469f49ce2b1f · outbound

This paper cites The Fourteenth International Conference on Learning Representations , year=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Fourteenth International Conference on Learning Representations , year=

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T04:24:57.753873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T04:24:56.787788Z digest=sha256:52ba5c3586a1c1d217532eaa3f066dc730234354b521a461424f672570816e40

Observation d4112549-9cbd-4c06-a3d8-7dad7d3be559 · outbound

This paper cites gradient descent.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability gradient descent

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-05T04:24:56.792370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.792370Z digest=sha256:4a508e2f01c60a0ea00dc25e8119d3a08dba53c87cdd5ce6137450282eed5e12

Observation 59915549-930f-4a62-a23d-4daaebd185b4 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-05T04:24:56.797548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.797548Z digest=sha256:3464d8b793edf80b5b4b8772aa8085ff123aa676ded16aeed7d2671a324da0a4

Observation 39c164ba-ef91-4874-b2b3-b13a87bbadec · outbound

This paper cites 2011 , publisher=.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability 2011 , publisher=

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-05T04:24:56.803316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.803316Z digest=sha256:5c22a0ad5f9e7423deeffd4a7b7f71c253a4dfc98c65986386198e418a4e1a2e

Observation 8f503623-8b8d-4a1c-9dfa-722d4ae349e3 · outbound

This paper cites The Llama 3 Herd of Models.

NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability The Llama 3 Herd of Models

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-05T04:24:56.807886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:24:56.807886Z digest=sha256:fe9c2ea0bb58dc494ed8a8e48c76d023c325b3bf28298eb0e899542cccb2cf03

Pith citing papers

No inbound Pith citation observations are available.