Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks | Paper Citation Record

Observation 4d9235ff-abc9-45f2-8258-cae7c5f6fe95 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors in Agents.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors in Agents

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.284851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5a584721-3789-492a-b7c6-e642a37a9061 · outbound

This paper cites More Agents Is All You Need.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks More Agents Is All You Need

Reference 2

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Observation 48505112-2d20-466a-a4ea-2b57575d9f5e · outbound

This paper cites Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View

Reference 3

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Observation d9bfdf62-e88c-4bd3-b2eb-e393b4107ead · outbound

This paper cites Leiserson, Yao Ma, and Jie Chen.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Leiserson, Yao Ma, and Jie Chen

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.251096Z

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Observation 1a6d66b7-6572-4e89-8ab9-6727a535f46f · outbound

This paper cites LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:37.922133Z

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Observation 938e2245-8840-4cc5-b295-93587b1d31c7 · outbound

This paper cites Visual analysis of time series data for multi-agent systems driven by large language models.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Visual analysis of time series data for multi-agent systems driven by large language models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.222900Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 063b3fe4-6985-4992-83df-80afd09a46f0 · outbound

This paper cites Multi-Agent Systems and Foundation Models Enable Autonomous Supply Chains: Opportunities and Challenges.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multi-Agent Systems and Foundation Models Enable Autonomous Supply Chains: Opportunities and Challenges

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.189051Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 16887a31-73dc-442d-8181-f11f2d4bea98 · outbound

This paper cites On Implementing Autonomous Supply Chains: a Multi-Agent System Approach.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks On Implementing Autonomous Supply Chains: a Multi-Agent System Approach

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:26:39.725644Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 04e5cf35-0865-4206-8ea1-8415033ad210 · outbound

This paper cites Multiagent Evaluation Mechanisms.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multiagent Evaluation Mechanisms

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.149844Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9ea122a-918a-4070-9a7a-1a667b52abf8 · outbound

This paper cites Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:37.962594Z

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Observation 4ae76fb4-c215-407e-ab72-8243e26dfc3e · outbound

This paper cites HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:37.969488Z

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Observation 2603b0b3-2e90-499d-b197-af494e8599bb · outbound

This paper cites Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:37.978227Z

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Observation 03159381-b1ca-467e-ab47-cd11d528cee1 · outbound

This paper cites Actor-Attention-Critic for Multi-Agent Reinforcement Learning.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Actor-Attention-Critic for Multi-Agent Reinforcement Learning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.127842Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 11e84f84-baa6-44f9-9a00-b53cdf6e8577 · outbound

This paper cites Grounded Answers for Multi-agent Decision- making Problem through Generative World Model.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Grounded Answers for Multi-agent Decision- making Problem through Generative World Model

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.102789Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b03c2162-6036-42db-b921-ddb09faded04 · outbound

This paper cites Multi-Agent Coordination via Multi-Level Communication.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multi-Agent Coordination via Multi-Level Communication

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.081947Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df907580-dd74-4348-aebd-8f1b3f92e966 · outbound

This paper cites Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.012721Z

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Observation 0f2f6990-f465-4c33-ac79-607a5bdb6279 · outbound

This paper cites Language Agents as Optimizable Graphs.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Language Agents as Optimizable Graphs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.020916Z

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Observation 6a6b139b-c96d-458e-b378-3f74cd99c9c9 · outbound

This paper cites Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.055132Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2edace71-2bb9-440d-b8ff-1f20e3b659e0 · outbound

This paper cites SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM Planning.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM Planning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.035463Z

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Observation c14edecc-a1cc-45bd-ac70-11ee25bcd54d · outbound

This paper cites Adaptive Graph Pruning for Multi-Agent Communication.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Adaptive Graph Pruning for Multi-Agent Communication

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.042533Z

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Observation 795e9b4e-b344-4314-8c3f-345462f4ea99 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:41.027904Z

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Observation 6f876d32-573d-4443-b2fa-2c1233e70916 · outbound

This paper cites Siegel, Nitya Nadgir, and Arvind Narayanan.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Siegel, Nitya Nadgir, and Arvind Narayanan

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.980804Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be421ebb-3073-46b9-8825-c247d9150faa · outbound

This paper cites Multi-Agent Collaboration via Evolving Orchestration, May 2025.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multi-Agent Collaboration via Evolving Orchestration, May 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.069251Z

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Observation aa4030b2-bcd6-4a21-814a-6c011be561fe · outbound

This paper cites Optimizing Sequential Multi-Step Tasks with Parallel LLM Agents.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Optimizing Sequential Multi-Step Tasks with Parallel LLM Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.075832Z

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Observation 61765c33-3166-424a-b77c-598b6b6c8bf2 · outbound

This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks TradingAgents: Multi-Agents LLM Financial Trading Framework

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.085768Z

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Observation c50f27d5-85c3-4066-8753-3e60e168ce23 · outbound

This paper cites Free Energy Risk Metrics for Systemically Safe AI: Gatekeeping Multi-Agent Study.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Free Energy Risk Metrics for Systemically Safe AI: Gatekeeping Multi-Agent Study

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.101690Z

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Observation 5dbc5b6b-c17b-473e-bdd8-aec49dc7d9c6 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.108689Z

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Observation d0dce79c-3aa5-4ff1-bcb8-3afaa65bb711 · outbound

This paper cites AlphaMaze: Enhancing Large Language Models' Spatial Intelligence via GRPO.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks AlphaMaze: Enhancing Large Language Models' Spatial Intelligence via GRPO

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.115149Z

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Observation 9efce8c4-877a-4b14-9cc5-a93c2b4541e2 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.955419Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f225d4ca-2d66-46ee-9860-5802a4845a4c · outbound

This paper cites Reflective Multi-Agent Collaboration based on Large Language Models.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Reflective Multi-Agent Collaboration based on Large Language Models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.924558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e01f4ec4-33a0-4bfa-a3a1-6c1e7c2574db · outbound

This paper cites Factorised Active Inference for Strategic Multi-Agent Interactions.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Factorised Active Inference for Strategic Multi-Agent Interactions

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.145552Z

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Observation 5a3a8908-9bde-4673-a8b8-b299799416e6 · outbound

This paper cites Surprise Minimizing Multi-Agent Learning with Energy-based Models.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Surprise Minimizing Multi-Agent Learning with Energy-based Models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.888213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 59199873-b975-40b8-b7ee-c436606fc0e6 · outbound

This paper cites Deep Active Inference Agents for Delayed and Long-Horizon Environments.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Deep Active Inference Agents for Delayed and Long-Horizon Environments

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.160531Z

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Observation e4526e73-c087-4d06-9087-448f320b5932 · outbound

This paper cites How, and John Vian.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks How, and John Vian

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.866146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4f28dd20-b779-4807-8e09-d300c26a6a51 · outbound

This paper cites Papadopoulos.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Papadopoulos

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.833061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 885e5c87-593a-4f36-bd32-71b1c9aad9a0 · outbound

This paper cites AMaze: An Intuitive Benchmark Generator for Fast Prototyping of Generalizable Agents.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks AMaze: An Intuitive Benchmark Generator for Fast Prototyping of Generalizable Agents

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.798831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a25f4b1-a87f-4871-b3c5-adefa5822034 · outbound

This paper cites Multi-Agent Pathfinding: Definitions, Variants, and Benchmarks.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multi-Agent Pathfinding: Definitions, Variants, and Benchmarks

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.761718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d360fe9f-1580-4455-9485-1bc56c071f8a · outbound

This paper cites A Systematic Literature Review of A* Pathfinding.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks A Systematic Literature Review of A* Pathfinding

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.731382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8c69285e-84cf-4b3e-9de8-89528391187e · outbound

This paper cites A Systematic Literature Review of Multi-agent Pathfinding for Maze Research.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks A Systematic Literature Review of Multi-agent Pathfinding for Maze Research

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.701320Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 289f8119-606c-4d6a-a796-6ffb9a9aac94 · outbound

This paper cites Cooperative Hybrid Multi-Agent Pathfinding Based on Shared Exploration Maps.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Cooperative Hybrid Multi-Agent Pathfinding Based on Shared Exploration Maps

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:26:39.091897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6daeec6b-01a1-4fef-9972-644fe2a25253 · outbound

This paper cites Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.666306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 60cfa622-2f54-4a99-803c-23c5588ef30d · outbound

This paper cites MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks MazeEval: A Benchmark for Testing Sequential Decision-Making in Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.234273Z

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Observation a4cc8638-db9f-4668-bc82-062b3fc61974 · outbound

This paper cites Solving multi-agent path finding as an LLM benchmark: How, how good and why.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Solving multi-agent path finding as an LLM benchmark: How, how good and why

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.643395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4071deb3-d459-44e0-b59d-26aaff897556 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.252493Z

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Observation 2aecf93e-6d4e-4991-ac78-075ad1703a2e · outbound

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

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.260810Z

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Observation 217c205c-1fdd-4cbc-a191-478128b8ea96 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Training Verifiers to Solve Math Word Problems

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.271101Z

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Observation 11d52e9a-0501-484b-8287-7052d7903b60 · outbound

This paper cites Checkmate in One Move.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Checkmate in One Move

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.615542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 83f9b3b8-d976-4360-ae74-fa07516be5d2 · outbound

This paper cites Teaching Language Models to Critique via Reinforcement Learning, February 2025.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Teaching Language Models to Critique via Reinforcement Learning, February 2025

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.298952Z

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Observation 0aecde80-527e-4752-bcbc-2637577c14a8 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Self-Refine: Iterative Refinement with Self-Feedback

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.305785Z

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Observation e8431b64-c132-4c17-a066-62c42a893450 · outbound

This paper cites MAS- ZERO: Designing Multi-Agent Systems with Zero Supervision, May 2025.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks MAS- ZERO: Designing Multi-Agent Systems with Zero Supervision, May 2025

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.312024Z

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Observation 59291e75-4143-4c09-9ff2-fbf4c6fe96eb · outbound

This paper cites AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.565017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b397198b-ab6d-414f-9583-95c29535b1a0 · outbound

This paper cites Multi-Agent Graph-Attention Communication and Teaming.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Multi-Agent Graph-Attention Communication and Teaming

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.533339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ad01b987-4cb7-49c7-a57c-09f113cf8365 · outbound

This paper cites EVINCE: Optimizing Multi-LLM Dialogues Using Conditional Statistics and Information Theory.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks EVINCE: Optimizing Multi-LLM Dialogues Using Conditional Statistics and Information Theory

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.335963Z

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Unavailable: canonical work link unavailable.

Observation 4eae3149-304a-4588-91bd-5996932afb31 · outbound

This paper cites Maximizing utility in multi-agent environments by anticipating the behavior of other learners.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Maximizing utility in multi-agent environments by anticipating the behavior of other learners

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:26:38.640262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ef7e97e4-773b-46a0-a354-44d6c9ef7788 · outbound

This paper cites Adaptive and Optimal Second-order Optimistic Methods for Minimax Optimization.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Adaptive and Optimal Second-order Optimistic Methods for Minimax Optimization

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.507709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a494605f-b579-4b89-9726-4789010cc692 · outbound

This paper cites Small language models are the future of agentic ai, 2025.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Small language models are the future of agentic ai, 2025

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.359049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e21ad5fb-8878-429c-b446-b2d274e903ed · outbound

This paper cites LookAround.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks LookAround

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.462012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0c3e0c20-a67f-4fa0-8950-df474dac996a · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.442989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6a8e343c-6b58-454f-b0de-29636377cb92 · outbound

This paper cites row 3, column 5.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks row 3, column 5

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.411928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f1e193f0-4eea-4af4-849f-7b7938d24b67 · outbound

This paper cites BACKTRACKING LOCK MODE ACTIVE.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks BACKTRACKING LOCK MODE ACTIVE

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.379125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 37452346-3ae1-41d9-ba11-b1e563f67c5d · outbound

This paper cites Apply weight×{teammate_avoidance}.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Apply weight×{teammate_avoidance}

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.341923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ea9a5f7-8c2d-4c4d-ad08-b8d0a741e728 · outbound

This paper cites Current weights: exploration={exploration_weight}, efficiency={efficiency_weight}.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Current weights: exploration={exploration_weight}, efficiency={efficiency_weight}

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.318640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 65df5145-da31-4d4f-9711-b84a1e51b349 · outbound

This paper cites BACKTRACKING ACTIVE.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks BACKTRACKING ACTIVE

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.290395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 68a557ef-9983-4772-a568-b6b9400d4e3a · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.263581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1607b566-fb0d-4b68-ab1d-a789a537b59a · outbound

This paper cites If blocked everywhere, call start_backtracking().

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks If blocked everywhere, call start_backtracking()

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.236379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43c1903e-dff1-4629-b68a-105f8b41ec9e · outbound

This paper cites Avoid dead ends unless necessary for backtracking.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Avoid dead ends unless necessary for backtracking

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.207962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e37c27a6-43a6-4658-8f68-3cf271e6ecb6 · outbound

This paper cites Maze Exit.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Maze Exit

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.174901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 14b12c8c-77c0-4440-949c-985ad75540af · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.149843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 97b5796b-71ea-4d27-9957-90f2cd0c95b5 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.111912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30f4134c-5505-4fa0-b1d4-c6bfca5379c6 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.068570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 931e79f6-b374-4351-a46d-9a54fbf3ac36 · outbound

This paper cites STRATEGIC RESPONSIBILITIES.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks STRATEGIC RESPONSIBILITIES

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:40.047733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4a2ad512-1c7f-4092-b2bc-c227974103a9 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:40.020074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 172750a4-06f8-44f2-b6c8-71cd09b8d42e · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:39.977967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b3056792-9a5e-4f36-8784-8e0ae70487fe · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:39.941626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 16d708e9-935d-473c-a38a-fef7df427f84 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:26:39.908718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 00437695-e1de-4742-b3ed-54335195ac12 · outbound

This paper cites analysis.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks analysis

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:26:39.878071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5cf682f5-bfcb-4635-92a7-d81fdb77be6d · outbound

This paper cites Deep Decentralized Multi-task Multi-Agent Reinforcement Learning under Partial Observability.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Deep Decentralized Multi-task Multi-Agent Reinforcement Learning under Partial Observability

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:38.175633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70862314-12cc-4ae4-ac6b-03653477f417 · outbound

This paper cites an unresolved cited work.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Unresolved cited work

Reference 2021

Resolution: parse uncertain; no resolver link, observed 2026-08-15T16:26:38.289783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers