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Paper Citation Record · LEDGER

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration

As of 23 July 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2604.15972.

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

pith.paper-citation-record.v1
2604.15972 v1

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T08:53:03.420926Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-23T06:31:01.910684+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

67 of 67 outbound references displayed

  • verified exact29
  • verified fuzzy30
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f3f7b1c-6a70-45bf-a6ee-409e2b8dcb37 · outbound

This paper cites A survey on evaluation of large language models.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on evaluation of large language models

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.492754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:ce5c2debf28f1e2d01e93575f65d6a9e7f07500233e9aa137d505772f28f9cd3

Observation eec638cc-0bf1-4dca-b606-37ae6a9b5b1c · outbound

This paper cites Intelligent decision-making driven by large ai models: Progress, challenges and prospects.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Intelligent decision-making driven by large ai models: Progress, challenges and prospects

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.507096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:47f532ccf0774a8c5e2b207aae7549fdee4c40123a7359423826d3cd358bddcc

Observation 0cac8be0-998f-419d-a4b9-7743a0b8aa3d · outbound

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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Chain-of-thought prompting elicits reasoning in large language models

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.488222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:ded42cbcea23eebf855ced6814370e270150698d659e64824c57d873c17edaa8

Observation b033a77b-e804-4bec-b027-9f82a0697f1e · outbound

This paper cites arXiv preprint arXiv:2602.09821 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2602.09821 , year=

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.268605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:bd97123b3d1361ad66656e034344dd69aec24456d557f5bb45779ff263492d31

Observation 1e235fa0-cb34-4fa5-885d-68b44d560436 · outbound

This paper cites arXiv preprint arXiv:2602.09794 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2602.09794 , year=

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.247326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:0113c4647585219badbad5de0aa944027322a8f26f82fae93ca4d935a4b58be6

Observation d4e25ecb-f131-4ade-8472-d7b2fb432b39 · outbound

This paper cites The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:16:41.836860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:8d6577ce1a52f0a00c4ce46e12ac8b54258c093d5dfa7c295e6a449b544b70db

Observation 75b5e116-2617-43bd-beb2-5768728272fa · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.243783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:970e101e3d07f64dad5a2106ede15e2791f6d88e7ae885f70272c61461dd9ca6

Observation 887f10c9-c688-4fef-af1d-bfaccdec357b · outbound

This paper cites Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.259790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:a33bdf78d291d292762abba1a0b2fb67a18aa8500a6015a2c5f9e2d359aa2210

Observation 2bf38ac2-ad2f-40ca-bedb-df3fee707aed · outbound

This paper cites Social agent: Mastering dyadic nonverbal behavior generation via conversational llm agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Social agent: Mastering dyadic nonverbal behavior generation via conversational llm agents

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.532273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:b208467e6f7c77ae7fa4749713154cde5165958cb03e255cf3f11c4cf4f903cf

Observation 488bd99a-ddfa-4835-b4c8-474bfc3b37e4 · outbound

This paper cites RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.253590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:4ea212ee75e889250476f207bc9f48ad80fc0c499b9b0f4d3c4d56a451505304

Observation 73c65119-0486-4d9b-bced-2d62b4a42407 · outbound

This paper cites Dynamic consensus communication mech- anism for large language model-based multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Dynamic consensus communication mech- anism for large language model-based multi-agent systems

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.516562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:af9b9b13e63cacb8bbe7578bce4247edee5972dcdaee9abdb8cb062e2c720cce

Observation 6381ffae-a2ce-47d5-a16d-e2bb6a1d9749 · outbound

This paper cites Towards scientific intelligence: A survey of llm-based scientific agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Towards scientific intelligence: A survey of llm-based scientific agents

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.274687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:421326cdc7611918bb2449a67457ac6cce48aed60222a93a3896170d3c286f13

Observation 7aa9fc72-4bbb-4216-8ee4-f40f37dbefe1 · outbound

This paper cites Kg4diagnosis: A hierarchical multi- agent llm framework with knowledge graph enhancement for medical diagnosis.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Kg4diagnosis: A hierarchical multi- agent llm framework with knowledge graph enhancement for medical diagnosis

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.503066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:d39e1a1b1d9b2426105969ba5d598c4aa4ffc4000c2ef7fb5a927ea7cb40961b

Observation bf56668d-50db-499e-bc07-302c96e31e9c · outbound

This paper cites Multi-agent autonomous driving systems with large language models: A survey of recent advances, resources, and future directions.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-agent autonomous driving systems with large language models: A survey of recent advances, resources, and future directions

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.277764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:8e2ff5a250f653d2bfcbc75d17649c8e2770f1f9eb3e7db3b799257b32893e92

Observation 3957e83d-908e-4e13-8319-699d767c5593 · outbound

This paper cites Experience Transfer for Multimodal LLM Agents in Minecraft Game.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Experience Transfer for Multimodal LLM Agents in Minecraft Game

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-10T08:58:13.280634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:c598024ec0019b92f0d93193d3bed746ca47868d2fed77b60b10376a2ca0314a

Observation 7c489c08-b67d-4a47-b4f3-53d9d7976486 · outbound

This paper cites A survey on llm- based multi-agent systems: workflow, infrastructure, and challenges.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on llm- based multi-agent systems: workflow, infrastructure, and challenges

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.525984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:3a7007afb729cac11a6c50c0ba3d9629779a4d67a106144422875914d4c103e6

Observation 5e4e3346-7d84-4b76-ba12-afa252b908fc · outbound

This paper cites Rethinking the reliability of multi-agent system: A perspective from byzantine fault tolerance.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Rethinking the reliability of multi-agent system: A perspective from byzantine fault tolerance

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.271689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:34a4ffd986e7948c6f7e34ca543ac87c9e1fef01f19fd59c60774b2b652f081e

Observation 9b4ce52c-6da6-46f5-bcb2-05d1aa86b970 · outbound

This paper cites Deep Think with Confidence.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Deep Think with Confidence

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-16T11:30:21.518780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:ac2c1bc8813a28e0dd9d3cffe7519dfb2a81079e12d826bbf10ee24cc3a33fe7

Observation 0b742ef5-7a39-4e94-bd8a-b8d86975a653 · outbound

This paper cites Encouraging divergent thinking in large language models through multi-agent debate.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Encouraging divergent thinking in large language models through multi-agent debate

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.490204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:7f4da4549f77276589c1e796060c7b2cad5f918e55b4959c9ce6b9febe07dcaa

Observation efa97fba-b23c-44dc-9c39-efc913e1f958 · outbound

This paper cites K., Zhu, X., and Li, S.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration K., Zhu, X., and Li, S

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.262798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:3bdf1b09e7dfcbde7c9a24c1b6153d431ddef197558b9be4a5bacca17bbb5e2c

Observation f1f768a8-413d-4941-a3bb-646a8a8f3102 · outbound

This paper cites CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.250575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:b9bd3b496085add0c01070658cbac4ba224ad0f1470f78032ce2c009b61d086b

Observation f247c24b-fdaf-4329-bd7c-dd3db533f22b · outbound

This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration LLM Multi-Agent Systems: Challenges and Open Problems

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-17T10:23:05.283434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:e43330ad81b1f784d66ccf5c64574a5398fb08b2a4d670330d5683bef9386a3c

Observation 9b11a7b2-9fe4-4523-bd54-654fdb0bdf01 · outbound

This paper cites https://arxiv.org/abs/2504.09037.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration https://arxiv.org/abs/2504.09037

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.283755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:4f08fe1295e991fcc540efc499506265bded25c7b7a01745e6483702b23edbe3

Observation d37ea95e-5f43-40bd-bdbb-61d343c9eaf3 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:43:20.141148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:d63b170eaab2e2891bbf4cf23a2067346c049fd8a40f5715be6f023a108fb9a3

Observation 9f8b0fd6-74b7-4a7c-9b38-3e6acbab2fad · outbound

This paper cites Explain-analyze- generate: A sequential multi-agent collaboration method for complex reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Explain-analyze- generate: A sequential multi-agent collaboration method for complex reasoning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.405790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:53e885fdd984d444c22365d46f4171a9b0cbeca687b94754994f74abcfaa092a

Observation b0280f8a-498a-4b9b-852f-7773da4a7dcf · outbound

This paper cites A survey on large language model based autonomous agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A survey on large language model based autonomous agents

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.530292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:cc7804a982f8bd7f7315c79500db96c3e2ef35f1e5d1aeae007498574d5db8ac

Observation 6eb7f89d-db18-4a27-8e04-14e8ef28cfda · outbound

This paper cites Per- sonalized recommendation agents with self-consistency.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Per- sonalized recommendation agents with self-consistency

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.518413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:fc3d093f23abd2d751bf6ab68444a47d32a65b176251916676637ce2055f0307

Observation 68b5a96b-0324-4775-bfff-63ceda210bbf · outbound

This paper cites Groupdebate: Enhancing the efficiency of multi-agent debate using group discussion.arXiv preprint arXiv:2409.14051.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Groupdebate: Enhancing the efficiency of multi-agent debate using group discussion.arXiv preprint arXiv:2409.14051

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.203237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:9712ecae254a3d7e7aa39213c473c609e582d1d5252b9014249f58e5aed005e4

Observation b852b505-9455-4046-915a-07a8dce913d0 · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-20T09:42:06.579174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:2edb01b598a8e9ca0387aa7e5eb31f9b3859c3d4949e33b0076ffce510b7c8b0

Observation 0e87f38c-3e90-48a8-be30-8a2865f080b1 · outbound

This paper cites Meta-learning in neural networks: A survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Meta-learning in neural networks: A survey

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.494979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:c50d60e94499cf0a906a8069ee06e8651335bea111f6d3a86d123774ccf380d4

Observation 30cc23a6-591e-4814-8b9a-84a5bd64ec68 · outbound

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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Model-agnostic meta-learning for fast adaptation of deep networks

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.509766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:107660dfefa1bf798bb0175af20dd354fc0d457959eeee392be1d04273791dbb

Observation 9db80e9f-3586-418c-a393-e3289b6a5371 · outbound

This paper cites Prototypical networks for few-shot learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Prototypical networks for few-shot learning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.523451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:0d970d28fde2fc5143ebd8f44e5128a3c0229294f4a2eadc6b95e9c05babe90e

Observation 57a338e8-8f7f-48a7-8667-ddb3b4b859e1 · outbound

This paper cites Maml- en-llm: Model agnostic meta-training of llms for improved in-context learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Maml- en-llm: Model agnostic meta-training of llms for improved in-context learning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.499091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:a817a121fe1f0eb58c678bf6038620b19470376419ef13e714219ad21863fae5

Observation 803fa2c0-1856-4033-93e7-2e4a992ee665 · outbound

This paper cites ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.232273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:6285aae7a1cecaa1d18872eb68a38c89b46bb928b2308e3e3e2e6cd92439a3ec

Observation 4fd5ef7c-cc81-486b-a507-910f92ed7845 · outbound

This paper cites Metamind: Modeling human social thoughts with metacognitive multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Metamind: Modeling human social thoughts with metacognitive multi-agent systems

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.214468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:99660babb6dac8122145170788fdf0a374d0311fb9178ed74f8f94430dcc1e38

Observation fc6614df-4a5b-48ae-9248-a383cf916961 · outbound

This paper cites Multi-Agent Coordination across Diverse Applications: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Multi-Agent Coordination across Diverse Applications: A Survey

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.210505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:cb1beb50501914ab14c8727192a9a95c24dde3cccf9e2196f64ee8e7e03e4cb0

Observation 594d600c-b10e-46ab-b09a-d5a8219ea514 · outbound

This paper cites Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.218271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:2680a0f52e53109c8161ffa09e31bf16b5aeb9cc135fb98919e5e321f7f66cee

Observation 1f4ba78e-3513-4b0a-8cd0-d7871801397b · outbound

This paper cites Swarm intelligence: A review of algorithms.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Swarm intelligence: A review of algorithms

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.534200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:5dafd40c7beb7588cb2b9f6a5337e804e8d3e9b15860b8a94650f8e473863de1

Observation 30b4cfdb-30df-41e0-a9b9-adc7a6a636d2 · outbound

This paper cites Particle swarm optimization.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Particle swarm optimization

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.514621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:e180ca7c8cccacc1b51c7afed1b5d5dcaa9b297e904b0748057f42f4a9e9b420

Observation 91d7a8b7-dde7-41ee-bfff-941881016d7d · outbound

This paper cites Grey wolf optimizer.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Grey wolf optimizer

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.402258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:93301d1cc43f62fb843a7b602f833a72f0257d0df6f1738cd7a7348d04487e68

Observation f0ac885b-fc75-45e6-b20b-cb936fb3ab3c · outbound

This paper cites Marine predators algorithm: A nature-inspired metaheuristic.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Marine predators algorithm: A nature-inspired metaheuristic

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.505110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:9c9eb83323ffdad79cd7b7a7c69d23b28bcd8c3ee1fe5e5a7c5923abae969197

Observation bcad6ee1-7003-429c-8b15-bd1d12e45429 · outbound

This paper cites Hippopotamus optimization algorithm: a novel nature- inspired optimization algorithm.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Hippopotamus optimization algorithm: a novel nature- inspired optimization algorithm

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.511859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:45942a61016311150848eb3f1c1422d7a42a114d449142823160fd3f51c99b31

Observation 07d1ee48-ea2b-4468-bd73-027c13835be7 · outbound

This paper cites A review on representative swarm intelligence algorithms for solving optimization problems: Applications and trends.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration A review on representative swarm intelligence algorithms for solving optimization problems: Applications and trends

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.407651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:a47af6a0ca2df387939f551ec32c0ea2e28b4767745fc6a2daab1c550184ee75

Observation 3cb25b10-3f0a-4b1b-a94a-a069eb56ca9c · outbound

This paper cites Kouziokas,Swarm intelligence and evolutionary computation: theory, advances and applications in machine learning and deep learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Kouziokas,Swarm intelligence and evolutionary computation: theory, advances and applications in machine learning and deep learning

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.497166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:5cc077a14d30c4b3b041fef595c83c3d5315c9e85a0ac97baa5a199a78f4aa75

Observation d2ae24b6-eb3d-430e-9746-1633cc85b6b9 · outbound

This paper cites Swarmsys: Decentralized swarm-inspired agents for scalable and adaptive reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Swarmsys: Decentralized swarm-inspired agents for scalable and adaptive reasoning

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.221763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:18bb018b3e32a9f0a83d931fdf3ebed61240346c1ac5118a90855387a5530c69

Observation 9495d0e7-4bc1-4abc-9278-50bb7973efa2 · outbound

This paper cites arXiv preprint arXiv:2603.12933 , year=.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration arXiv preprint arXiv:2603.12933 , year=

Reference 46

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.225125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:645241de48d4f41791ce04d84e0d8c8ccac66bed368d535d48e162f7c8867fee

Observation eca5994c-3759-4a09-a76c-95c4cbcbbe5f · outbound

This paper cites Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.163708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:b831508626247b1560da741f4e0702fc663df9464cb6c93ea1d38f992ce1f2c7

Observation f5e9a672-f8a9-40ff-91fe-ca325ff5ace9 · outbound

This paper cites Vector search with openai embeddings: Lucene is all you need.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Vector search with openai embeddings: Lucene is all you need

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.485597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:ea497969d395ae74244abf2232094028ee71897f14b931dae7e99cc075bd7a17

Observation 8c7da413-2e20-449b-86c7-b8e273c3e018 · outbound

This paper cites Task2vec: Task embedding for meta-learning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Task2vec: Task embedding for meta-learning

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.528021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:071eec7a3457f78679ada093ec01b61262696c08f5731ef2acf322f0d4a749ad

Observation 558fa5f2-758e-481f-b3c3-d7e8a2c71ae6 · outbound

This paper cites Towards unified task em- beddings across multiple models: Bridging the gap for prompt-based large language models and beyond.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Towards unified task em- beddings across multiple models: Bridging the gap for prompt-based large language models and beyond

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.398064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:514a1dcb27673cef7e53a1b4b73ec59ef56dabc003ff77d34a49e0fdf95f8bed

Observation c9f44f4d-a805-4958-aeb6-fb1fd2ec7563 · outbound

This paper cites The perceptron: a probabilistic model for information storage and organization in the brain.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration The perceptron: a probabilistic model for information storage and organization in the brain

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.400508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:16bd1ab36ab4f48812d2cf24092d4039346673453703bf679b7115b4a9e4f88a

Observation f74de1d2-4472-4dbf-8c64-3b2ac3c1904e · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Measuring Mathematical Problem Solving With the MATH Dataset

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:00:39.484061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:769a4489731c40955d13707e31dabe436fe3f8f08280ac4b80e9b8fd6d79566e

Observation 14508576-ccdf-47ff-9297-fa38d4b9ca8c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Training Verifiers to Solve Math Word Problems

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-05-10T08:58:13.160798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:eca20ebd5c1c1897c88449b96d035c36c90af647566b8c9770c50538718981c5

Observation 52dabfe8-404e-422e-9873-1a3faff779f9 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-11T07:15:24.133279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:1fcf05a841e49f9985e04ef4163bafcffae20fbcfeade67448a2f3d5c0eeaea0

Observation 309c7c76-6f33-4ca6-bc7e-32a15024d37e · outbound

This paper cites MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.183812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:482f683cb1ed3470d2894e9dc21bd5a17916cb83c8d71ef4f7eebba72eda0e26

Observation 4c25e42b-53e1-4b88-8a75-481ea9b395ef · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:05:12.673916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:315d5d7863ae66d5795e2858cfb190fa176d7eed877ffc00dcbcbb43dc4d3d2f

Observation e5b3febc-9be7-445e-ab8c-ef469c8bd266 · outbound

This paper cites LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-12T20:22:11.032040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:bbd64958138965df898ab844e62e9ecbd195101d4309267cc7b09685788e80e0

Observation 89938b5b-a1fe-47d8-a244-2a7bba24de0f · outbound

This paper cites Self-refine: Iter- ative refinement with self-feedback.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Self-refine: Iter- ative refinement with self-feedback

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.521303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:7e76be9018348b5f1f7d99f3cf1b61b97ba18d3a11df753d49833cb826affb7d

Observation 367898e3-6f48-4d4f-b43d-e3c72cec43ce · outbound

This paper cites Large Language Models as Analogical Reasoners.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Large Language Models as Analogical Reasoners

Reference 59

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:58:13.199122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:45a30cdb8a0041895dee6642443e8aa68c5dcb99ea9741945263954ffd0a31e8

Observation 69fb382b-4df2-47a9-98e4-b133637fc601 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration AFlow: Automating Agentic Workflow Generation

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:10:57.950228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:bf5d2f6f4c34872c3183ad23c1fba7611f8cbf518038ca5fd092eaf11f6835b0

Observation 569922d5-b740-48da-99ac-913c646f4dbf · outbound

This paper cites Forest-of-thought: Scaling test-time compute for enhancing llm reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Forest-of-thought: Scaling test-time compute for enhancing llm reasoning

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.500957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:845255373d15773304eff9d9d1c8d35910bdfd0e89acca7b2336ed11f4150ad7

Observation 78b667e5-f3b4-4b97-ab1d-2e6ecc5ff2db · outbound

This paper cites Atom of thoughts for markov llm test-time scaling.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Atom of thoughts for markov llm test-time scaling

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.191327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:0f799001ed3a989103b14a89dd321949c796ef417729d09ce4bbd7ae919044c2

Observation 785bc9c2-a6eb-4ab0-ab8c-725a10059b87 · outbound

This paper cites Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.166747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:038f7b027fdf3de78ce058c3c6d726aafc79750709b272db2a673529978cdd8a

Observation 516443fb-c5a2-4722-8026-ba5dbc854b0e · outbound

This paper cites Mas 2: Self-generative, self-configuring, self-rectifying multi-agent systems.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Mas 2: Self-generative, self-configuring, self-rectifying multi-agent systems

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:58:13.195292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:f91135b5c994b8c9d7931e1897416ae0060dfcc13f0adc175c963a53c5c4c759

Observation 0f5fdbed-2b79-4f26-bf67-811a61a52a41 · outbound

This paper cites DeepSeek-V3 Technical Report.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration DeepSeek-V3 Technical Report

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-05-10T08:58:13.206756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:483d3deb9a4a46ce6a849e5f8de6365021ddd3dbe50b4da10faa4bd39dbc66a5

Observation d1970173-000c-49ca-89b9-753ea61f5090 · outbound

This paper cites Evaluating quadratic weighted kappa as the standard performance metric for automated essay scoring.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Evaluating quadratic weighted kappa as the standard performance metric for automated essay scoring

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:23:54.536178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:92ace71f95655878fe1a5ebe590df571bed331aaea753d23c5598c3ef1286f36

Observation 46c840bd-887b-480c-9356-78e3639567e4 · outbound

This paper cites an unresolved cited work.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration Unresolved cited work

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:18:55.403976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

source=pdf_text observed=2026-05-10T08:53:03.420926Z digest=sha256:e1619dfdd77582799ad584ef5eada17c88e06bcb61523f27b358850570821273

Pith citing papers

No inbound Pith citation observations are available.