Paper Citation Record · LEDGER

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents

As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2506.07388.

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

pith.paper-citation-record.v1
2506.07388 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:40:48.235688Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:17:19.076571Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:17:19.432257Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy22
unresolved22
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d49f543d-9777-4036-a48d-a53722d270cf · outbound

This paper cites Playing repeated games with large language models.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Playing repeated games with large language models

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.815113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 41c90dcb-be0d-4298-bd29-4b31a861b12b · outbound

This paper cites Welfare economics.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Welfare economics

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.804369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7313e758-3b44-42fb-b44d-97969f47ce0a · outbound

This paper cites Software engineering economics.IEEE transactions on Software Engineering, (1):4–21, 1984.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Software engineering economics.IEEE transactions on Software Engineering, (1):4–21, 1984

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.794052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 21844528-bd8c-46a9-9b8a-62231c4938d2 · outbound

This paper cites Multi-Agent Consensus Seeking via Large Language Models.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Multi-Agent Consensus Seeking via Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.052016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9ce51d5-45de-440c-9575-a502c4f30c5f · outbound

This paper cites Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.078036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40a46862-c81f-440c-95fd-d548e4eb0059 · outbound

This paper cites Llm agents for education: Advances and applications.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Llm agents for education: Advances and applications

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.106962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc1715b-c606-4bc2-aab4-b085b66421f7 · outbound

This paper cites CogBench: a large language model walks into a psychology lab.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents CogBench: a large language model walks into a psychology lab

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.114283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10149eab-6e4a-41bf-af76-6a916325d0b8 · outbound

This paper cites GTBench: Uncovering the Strategic Reasoning Limitations of LLMs via Game-Theoretic Evaluations.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents GTBench: Uncovering the Strategic Reasoning Limitations of LLMs via Game-Theoretic Evaluations

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.118071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670cd80e-7cb8-4de7-a92c-8031b924c72d · outbound

This paper cites Can large language models serve as rational players in game theory? a systematic analysis.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Can large language models serve as rational players in game theory? a systematic analysis

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.777408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 90bb647d-d153-4bc1-bcf8-19acf87ee1fa · outbound

This paper cites Information and the coase theorem.Journal of Economic Perspectives, 1(2):113– 129, 1987.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Information and the coase theorem.Journal of Economic Perspectives, 1(2):113– 129, 1987

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.767109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5ae77859-1785-4c5c-9269-efc052866448 · outbound

This paper cites MIT press, 1991.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents MIT press, 1991

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.128619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebd83985-ef83-4e37-bf40-f4a9f362a152 · outbound

This paper cites Openagi: When llm meets domain experts, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Openagi: When llm meets domain experts, 2023

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.131697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f7fe734-15d8-4fa9-bf8c-55d963ba879f · outbound

This paper cites Gpt in game theory experiments.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Gpt in game theory experiments

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.743435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2fe2e62b-df8a-4859-b758-9e0c32cbd627 · outbound

This paper cites Metagpt: Meta programming for a multi-agent collaborative framework.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Metagpt: Meta programming for a multi-agent collaborative framework

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.732512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c7030127-fcc3-48ca-8056-7ce8b8f573d9 · outbound

This paper cites Game-theoretic LLM: Agent Workflow for Negotiation Games.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Game-theoretic LLM: Agent Workflow for Negotiation Games

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.140604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e971a484-9431-418e-9739-c61a028f871f · outbound

This paper cites an unresolved cited work.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:40:48.721675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8258a693-9e7e-456a-b21f-9629ecdd515e · outbound

This paper cites A comprehensive study on llm agent challenges.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents A comprehensive study on llm agent challenges

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.710844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 50db4caa-12e7-47e4-82b0-f0dd9843ca0e · outbound

This paper cites Camel: Communicative agents for "mind" exploration of large language model society, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Camel: Communicative agents for "mind" exploration of large language model society, 2023

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.149750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8efead37-5255-45e2-bdb7-c3b3cc09c13e · outbound

This paper cites Theory of mind for multi-agent collaboration via large language models.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Theory of mind for multi-agent collaboration via large language models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.694161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d24e1462-7ef0-48ac-911f-886834eb182f · outbound

This paper cites Metaagents: Simulating interactions of human behaviors for llm-based task-oriented coordination via collaborative generative agents, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Metaagents: Simulating interactions of human behaviors for llm-based task-oriented coordination via collaborative generative agents, 2023

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.683932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7b6eadeb-96b9-40c1-8777-ce0591a5f66e · outbound

This paper cites Strategic Behavior of Large Language Models: Game Structure vs. Contextual Framing.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Strategic Behavior of Large Language Models: Game Structure vs. Contextual Framing

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.158596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ca99db3-7641-46e1-bd27-a1e0093dbeb2 · outbound

This paper cites Fingpt: Large generative models for a small language.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Fingpt: Large generative models for a small language

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.674030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6cfd9b02-a410-4215-9c6e-c2bd1dac3596 · outbound

This paper cites an unresolved cited work.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:40:48.663374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6fc7558e-1520-42b7-a9b3-74b7bae265b0 · outbound

This paper cites Runtime verification of self-adaptive multi-agent system using probabilistic timed automata.Journal of Intelligent & Fuzzy Systems, 45(6):10305–10322, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Runtime verification of self-adaptive multi-agent system using probabilistic timed automata.Journal of Intelligent & Fuzzy Systems, 45(6):10305–10322, 2023

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.653742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2dbef683-cf56-4432-9455-27554eb5c136 · outbound

This paper cites Ai deception: A survey of examples, risks, and potential solutions.Patterns, 5(5), 2024.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Ai deception: A survey of examples, risks, and potential solutions.Patterns, 5(5), 2024

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.170974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c24f5294-52d7-48cc-9ea0-98683d1025f2 · outbound

This paper cites Cooperate or collapse: Emergence of sustainable cooperation in a society of llm agents.Advances in Neural Information Processing Systems, 37:111715–111759, 2024.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Cooperate or collapse: Emergence of sustainable cooperation in a society of llm agents.Advances in Neural Information Processing Systems, 37:111715–111759, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.636270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3c1c75c0-54ab-4c61-97ac-c46d4c29de23 · outbound

This paper cites Chatdev: Communicative agents for software development.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Chatdev: Communicative agents for software development

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.176899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae33ce8-82e8-4388-b2fb-b29df7996e00 · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Agent Laboratory: Using LLM Agents as Research Assistants

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.179784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c5f3bf-fbb4-47f7-a952-c553eb535f7d · outbound

This paper cites Enhancing Trust in LLM-Based AI Automation Agents: New Considerations and Future Challenges.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Enhancing Trust in LLM-Based AI Automation Agents: New Considerations and Future Challenges

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.182891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b9bc1c0-d2b8-465a-b5f8-062a508e5d62 · outbound

This paper cites True Knowledge Comes from Practice: Aligning LLMs with Embodied Environments via Reinforcement Learning.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents True Knowledge Comes from Practice: Aligning LLMs with Embodied Environments via Reinforcement Learning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.186112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f85085e-883b-49ac-9db0-2a5c348f0fa2 · outbound

This paper cites Creating large language model applications utilizing langchain: A primer on developing llm apps fast.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Creating large language model applications utilizing langchain: A primer on developing llm apps fast

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.189481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6942e2-d18f-4fe2-9f83-24f7eba0a441 · outbound

This paper cites Avalon’s game of thoughts: Battle against deception through recursive contemplation, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Avalon’s game of thoughts: Battle against deception through recursive contemplation, 2023

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.612036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5fb80b8e-cce1-4477-aa0f-6e4cf6d47ea6 · outbound

This paper cites Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.195722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eef953f-6d67-4ab5-9db2-e0241314e4a2 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.198944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13092905-931e-4ab4-b949-9a79bd6d77f9 · outbound

This paper cites Stateflow: Enhancing llm task-solving through state-driven workflows, 2024.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Stateflow: Enhancing llm task-solving through state-driven workflows, 2024

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.602677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ae3b9858-75e7-4acf-b114-8dec75ad4f64 · outbound

This paper cites The rise and potential of large language model based agents: A survey, 2023.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents The rise and potential of large language model based agents: A survey, 2023

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.592813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3fe527d5-b3b9-48f9-95ff-88a0d3b7fb53 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Agentless: Demystifying LLM-based Software Engineering Agents

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.209085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e3ed855-b4a7-47f0-8c5a-15dd12ea2e6c · outbound

This paper cites FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:48.212497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d0cd04d-c679-4aed-a919-8856ac04f96f · outbound

This paper cites Travelplanner: A benchmark for real-world planning with language agents.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Travelplanner: A benchmark for real-world planning with language agents

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.583241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a6845754-aba6-4a9e-a052-5b169f0c72c7 · outbound

This paper cites Magic: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Magic: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.573882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 608ea5bd-631b-4dfc-8a34-b0a211aaefc3 · outbound

This paper cites Phase distribution of software development effort.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Phase distribution of software development effort

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.562850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d02062e1-a615-44a8-a344-24cb7520a5c4 · outbound

This paper cites Thought propagation: An analogical approach to complex reasoning with large language models, 2024.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Thought propagation: An analogical approach to complex reasoning with large language models, 2024

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.551726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 07d6d670-6d98-40c9-96bf-4b2aa65b7bd7 · outbound

This paper cites Flowmind: automatic workflow generation with llms.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Flowmind: automatic workflow generation with llms

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.541504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ae59e18-3dc9-4dea-abed-f7c1fd729024 · outbound

This paper cites Exploring collaboration mechanisms for llm agents: A social psychology view.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Exploring collaboration mechanisms for llm agents: A social psychology view

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:40:48.531140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 19527d74-1cdf-4318-90d7-93a978beee01 · outbound

This paper cites Agent4 should Heal Agent2 (200 HP). Agent1 and Agent3 Fireball for maximum damage.

Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents Agent4 should Heal Agent2 (200 HP). Agent1 and Agent3 Fireball for maximum damage

Reference 45

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T05:40:48.519428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation 6e6c1218-4dcb-43f3-96ef-eef2c6215eec · inbound

Training Small LLMs as Spatial Multi-Agent Policies cites this paper.

Training Small LLMs as Spatial Multi-Agent Policies Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents

Reference 72

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:17:19.440446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.