Paper Citation Record · LEDGER

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

As of 9 August 2026, this Paper Citation Record lists 100 of 230 outbound references and 15 inbound Pith citation observations for arXiv:2502.09053.

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

pith.paper-citation-record.v1
2502.09053 v2

Coverage vector

measured 100 of 230 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:50:33.052496Z

measured 115 of 115 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:06:28.538769Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T16:37:09.358190Z

Reference resolution

100 of 230 outbound references displayed

verified exact3
verified fuzzy0
unresolved96
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e8c11245-fe04-4fac-b139-5d0a1c136e50 · outbound

This paper cites Theory of games and economic behavior: 60th anniversary commemorative edition.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Theory of games and economic behavior: 60th anniversary commemorative edition

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.350145Z

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Observation 05dca5e0-dfca-4f8c-ae80-c85cd056b7f7 · outbound

This paper cites Equilibrium points in n-person games.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Equilibrium points in n-person games

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.353822Z

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Observation ba3b1074-10d9-4168-8a2b-0a8b65be4caf · outbound

This paper cites Counterspeculation, auctions, and competitive sealed tenders.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Counterspeculation, auctions, and competitive sealed tenders

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.357401Z

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Observation 3b44011b-fe38-4452-aa60-7ed0de632e11 · outbound

This paper cites Information design: A unified perspective.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Information design: A unified perspective

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.360728Z

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Observation 4801125d-8b4a-4ccf-8912-8b73cc3483b6 · outbound

This paper cites Social choice theory.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Social choice theory

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.364490Z

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Observation 1b50f113-d5b7-491b-a74f-0bced38b12c5 · outbound

This paper cites A survey of defensive deception: Approaches using game theory and machine learning.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers A survey of defensive deception: Approaches using game theory and machine learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.367919Z

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Observation f649069d-1221-4d37-a356-81997239a379 · outbound

This paper cites Applications of game theory in deep learning: a survey.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Applications of game theory in deep learning: a survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.371766Z

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Observation 10697bb7-0702-4846-8d58-025b1c1fce5d · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLaMA: Open and Efficient Foundation Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.375478Z

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Observation d1d9f1ef-c252-45f3-b776-45a36b3ae238 · outbound

This paper cites GPT-4 Technical Report.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers GPT-4 Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.379092Z

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Observation a16de8b5-af14-4b6c-bc60-cf668264beb3 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Gemini: A Family of Highly Capable Multimodal Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.382164Z

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Observation 744a595e-efbd-46ec-b790-a6bffd779f4e · outbound

This paper cites DeepSeek-V3 Technical Report.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers DeepSeek-V3 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.385451Z

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Observation 7c797735-a3d7-4734-b02a-b3e9758b2e7e · outbound

This paper cites Playing repeated games with large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Playing repeated games with large language models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.388557Z

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Observation c6f69543-ccda-43c3-a9de-66784f98e8ae · outbound

This paper cites Avalon's Game of Thoughts: Battle Against Deception through Recursive Contemplation.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Avalon's Game of Thoughts: Battle Against Deception through Recursive Contemplation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.391428Z

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Observation 3accd078-7e39-4caa-a0a8-7bfc9d58306d · outbound

This paper cites Llms at the bargaining table.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Llms at the bargaining table

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.395333Z

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Observation ef373673-c223-402a-8791-54870382cd9e · outbound

This paper cites Put your money where your mouth is: Evaluating strategic planning and execution of LLM agents in an auction arena.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Put your money where your mouth is: Evaluating strategic planning and execution of LLM agents in an auction arena

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.398534Z

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Observation ea0cc5fb-7e14-463a-b571-55f7f5e7aa1a · outbound

This paper cites K-level reasoning: Establishing higher order beliefs in large language models for strategic reasoning.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers K-level reasoning: Establishing higher order beliefs in large language models for strategic reasoning

Reference 16

Resolution: verified exact; doi, observed 2026-08-07T22:50:33.598397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f9a5e21-3fe6-428c-8217-99f75b4a01bf · outbound

This paper cites PokerGPT: An End-to-End Lightweight Solver for Multi-Player Texas Hold'em via Large Language Model.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers PokerGPT: An End-to-End Lightweight Solver for Multi-Player Texas Hold'em via Large Language Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.405072Z

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Observation 838f9e34-1728-4b14-b17e-d75bf2299ff6 · outbound

This paper cites Improving language model negotiation with self-play and in-context learning from ai feedback,.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Improving language model negotiation with self-play and in-context learning from ai feedback,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.408991Z

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Observation 8f7a630f-ae03-4d78-a051-b8518b86a754 · outbound

This paper cites Measuring bargaining abilities of LLMs: A benchmark and a buyer-enhancement method.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Measuring bargaining abilities of LLMs: A benchmark and a buyer-enhancement method

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-07T22:50:32.416342Z

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Observation a0d92c2a-64b8-4d56-b178-303764af370d · outbound

This paper cites Deciphering digital detectives: Understanding llm behaviors and capabilities in multi-agent mystery games.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Deciphering digital detectives: Understanding llm behaviors and capabilities in multi-agent mystery games

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.419666Z

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Observation dc27df35-981c-4ae9-9435-10f88609ce97 · outbound

This paper cites Textgenshap: Scalable post-hoc explanations in text generation with long documents.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Textgenshap: Scalable post-hoc explanations in text generation with long documents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.422708Z

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Observation c06f6dbb-b656-40bc-a197-5f18d6a71a19 · outbound

This paper cites Procaccia, Itai Shapira, Yevgeniy Vorobeychik, and Junlin Wu.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Procaccia, Itai Shapira, Yevgeniy Vorobeychik, and Junlin Wu

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.439883Z

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Observation 34356174-8318-40f4-97a3-246770fae0c5 · outbound

This paper cites Nash learning from human feedback.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Nash learning from human feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.470525Z

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Observation d82eec9f-5d56-430b-915c-20622ce649c5 · outbound

This paper cites Fine-tuning games: Bargaining and adaptation for general-purpose models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Fine-tuning games: Bargaining and adaptation for general-purpose models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.486561Z

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Observation 68f6ced0-047b-4f22-b170-4bfef3f0c313 · outbound

This paper cites Mechanism design for large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Mechanism design for large language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.505588Z

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Observation 4a007b3e-2ee0-4a6f-ab44-c73dd010ade1 · outbound

This paper cites Human vs.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Human vs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.526040Z

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Observation 3e26c0ab-f85b-4eb7-9be3-2a5f54eb5e95 · outbound

This paper cites Braess’s paradox of generative ai.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Braess’s paradox of generative ai

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.544409Z

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Observation de92d01b-d73b-44c4-a735-de751488f9e5 · outbound

This paper cites LLM-Powered Preference Elicitation in Combinatorial Assignment.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM-Powered Preference Elicitation in Combinatorial Assignment

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.567707Z

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Observation d46625aa-9b1b-45d8-8bb4-a4fa0ca68700 · outbound

This paper cites An Interpretable Automated Mechanism Design Framework with Large Language Models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers An Interpretable Automated Mechanism Design Framework with Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.585202Z

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Observation 22f447cc-954e-4502-a4b3-1bf94322b325 · outbound

This paper cites Generative social choice.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Generative social choice

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.602780Z

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Observation e85b340b-aef7-46ae-a26f-19248d01e8b7 · outbound

This paper cites Eliciting informative text evaluations with large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Eliciting informative text evaluations with large language models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.606392Z

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Observation f1a575d4-38da-4120-ae17-5f205b103a9c · outbound

This paper cites LLM as a mastermind: A survey of strategic reasoning with large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM as a mastermind: A survey of strategic reasoning with large language models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.609778Z

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Observation f16e669b-04f2-4f9d-931b-86938a8ed02a · outbound

This paper cites A survey on large language model-based social agents in game-theoretic scenarios.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers A survey on large language model-based social agents in game-theoretic scenarios

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.613010Z

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Observation 990adcf0-3e24-413b-bdd7-0a42ed508851 · outbound

This paper cites A Survey on Large Language Model-Based Game Agents.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers A Survey on Large Language Model-Based Game Agents

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.616359Z

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Observation efcaf088-6478-4ff8-b44e-15e7b259a541 · outbound

This paper cites GPT in Game Theory Experiments.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers GPT in Game Theory Experiments

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.620132Z

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Observation 59c3e352-b9a1-43f4-a9f8-984ecc6bf15c · outbound

This paper cites Large language models as simulated economic agents: What can we learn from homo silicus? Technical report, National Bureau of Economic Research, 2023.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Large language models as simulated economic agents: What can we learn from homo silicus? Technical report, National Bureau of Economic Research, 2023

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.623494Z

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Observation c1dc1114-017b-4a27-8f9d-2d9556153c7b · outbound

This paper cites Beyond nash equilibrium: Bounded rationality of llms and humans in strategic decision-making,.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Beyond nash equilibrium: Bounded rationality of llms and humans in strategic decision-making,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.627055Z

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Observation 3b4c97ab-e1c7-447c-8eab-753383e109d7 · outbound

This paper cites Playing games with Large language models: Randomness and strategy.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Playing games with Large language models: Randomness and strategy

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.633903Z

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Observation c53876c6-2602-4fc8-8f44-b7a9d58c12cf · outbound

This paper cites Helmsman of the masses? evaluate the opinion leadership of large language models in the werewolf game.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Helmsman of the masses? evaluate the opinion leadership of large language models in the werewolf game

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.636919Z

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Observation a900ed2e-ed1a-4b71-89b8-5a32e253b7ab · outbound

This paper cites From text to tactic: Evaluating LLMs playing the game of avalon.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers From text to tactic: Evaluating LLMs playing the game of avalon

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.639457Z

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Observation 8a4f0a4f-1311-41c6-9492-76297ead37d1 · outbound

This paper cites Let’s negotiate! a survey of negotiation dialogue systems.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Let’s negotiate! a survey of negotiation dialogue systems

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.642219Z

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Observation bd5451d8-3b76-40c0-8bb5-4fcccf417e98 · outbound

This paper cites Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.645039Z

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Observation d84990bd-f5af-4253-9704-6f27677d6236 · outbound

This paper cites Cooperate or collapse: Emergence of sustainable cooperation in a society of LLM agents.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Cooperate or collapse: Emergence of sustainable cooperation in a society of LLM agents

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.648046Z

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Observation 96ff089e-187e-4d31-adc3-d0ca027bff63 · outbound

This paper cites Evaluating language model agency through negotiations.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Evaluating language model agency through negotiations

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.651211Z

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Observation 0fcb4e85-0db0-457e-9c0f-1805fd5d5152 · outbound

This paper cites Algorithmic collusion by large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Algorithmic collusion by large language models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.654666Z

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Observation c2c46193-b92e-487c-9820-55caf98a413e · outbound

This paper cites Economics arena for large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Economics arena for large language models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.657965Z

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Observation b14dcc50-a606-49df-bb67-90c695d6b48a · outbound

This paper cites Generative ai as economic agents.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Generative ai as economic agents

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.661295Z

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Observation 1b538eff-1da0-4cef-bb97-b6debf88b112 · outbound

This paper cites ChessGPT: Bridging policy learning and language modeling.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers ChessGPT: Bridging policy learning and language modeling

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.664593Z

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Observation 236a6bd8-0794-46b3-a59a-b61736a3a387 · outbound

This paper cites Pokerbench: Training large language models to become professional poker players.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Pokerbench: Training large language models to become professional poker players

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.667768Z

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Observation d946cc2d-b2da-4568-9618-58acdc260fe8 · outbound

This paper cites PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.670870Z

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Observation 703972ba-a64f-46a9-b424-ff20ae8aaffa · outbound

This paper cites LLMArena: Assessing capabilities of large language models in dynamic multi-agent environments.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLMArena: Assessing capabilities of large language models in dynamic multi-agent environments

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.674477Z

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Observation b72fada4-b48d-4dc3-b14c-64d17002b267 · outbound

This paper cites Playing games with gpt: What can we learn about a large language model from canonical strategic games? Economics Bulletin, 44(1):25 – 37, 2024.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Playing games with gpt: What can we learn about a large language model from canonical strategic games? Economics Bulletin, 44(1):25 – 37, 2024

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.772140Z

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Observation 64d9cd24-c82d-4c8d-bfda-6b1f1dc93d55 · outbound

This paper cites an unresolved cited work.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.775926Z

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Observation f0ec76d4-abf2-4691-9d28-30e453d3166c · outbound

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.781277Z

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Observation 87b3742f-af6d-4040-aa6e-985d3033a5ee · outbound

This paper cites LLM economicus? mapping the behavioral biases of LLMs via utility theory.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM economicus? mapping the behavioral biases of LLMs via utility theory

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.809717Z

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Observation fb7f1113-71b1-4199-b8bf-38c9dcf9e420 · outbound

This paper cites an unresolved cited work.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.856924Z

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This paper cites McNamara, and Deming Chen.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers McNamara, and Deming Chen

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Smartplay : A benchmark for LLMs as intelligent agents

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Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.926169Z

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Large language models playing mixed strategy nash equilibrium games

Reference 59

Resolution: verified exact; doi, observed 2026-08-07T22:50:33.558407Z

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Reta: Recursively thinking ahead to improve the strategic reasoning of large language models

Reference 60

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Observation 64ef173b-36ab-4179-8371-38fcce2e3fee · outbound

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Can large language models serve as rational players in game theory? a systematic analysis

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Observation 688dfbe9-47a3-4c62-8e2f-fd5cf014de18 · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Strategic behavior of large language models and the role of game structure versus contextual framing

Reference 62

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Observation f9886d7d-dce4-43f3-8ca3-1aefd6a7f965 · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Strategic reasoning with language models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.941628Z

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Observation aa2872d5-3847-4e50-860b-9a29a98c4a00 · outbound

This paper cites Fairgame: a framework for ai agents bias recognition using game theory, 2025.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Fairgame: a framework for ai agents bias recognition using game theory, 2025

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.944096Z

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Observation 4cabc82b-d5cd-442b-af80-18963c18f984 · outbound

This paper cites Werewolf game agent by generative AI incorporating logical information between players.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Werewolf game agent by generative AI incorporating logical information between players

Reference 65

Resolution: verified exact; doi, observed 2026-08-07T22:50:33.547923Z

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Observation b354bf91-0a7a-4a52-beff-d7b843a97177 · outbound

This paper cites Werewolf Arena: A Case Study in LLM Evaluation via Social Deduction.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Werewolf Arena: A Case Study in LLM Evaluation via Social Deduction

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.949249Z

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Observation 928960f4-04cb-48f1-ba9d-76711fe974be · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers InterIntent: Investigating social intelligence of LLMs via intention understanding in an interactive game context

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Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.952040Z

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Observation 734618ea-4edd-403a-87c7-2d8aa7caafb9 · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM-coordination: Evaluating and analyzing multi-agent coordination abilities in large language models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.954877Z

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Observation 56c76bfc-1f1a-4318-874a-32fd51fbc0eb · outbound

This paper cites LLM-deliberation: Evaluating LLMs with interactive multi-agent negotiation game.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM-deliberation: Evaluating LLMs with interactive multi-agent negotiation game

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.957527Z

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Observation 436ad5c1-d7a0-493f-a7c4-04493e4a8b0a · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers GameEval: Evaluating LLMs on Conversational Games

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.960122Z

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Reasoning, Memorization, and Fine-Tuning Language Models for Non-Cooperative Games

Reference 71

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Observation 4143c18b-6518-4a07-ac13-dcc4074faaef · outbound

This paper cites Welfare diplomacy: Benchmarking language model cooperation.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Welfare diplomacy: Benchmarking language model cooperation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.965837Z

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Observation 0386bcfa-9138-4ade-a1f1-71bd81232bf4 · outbound

This paper cites Richelieu: self-evolving llm-based agents for ai diplomacy.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Richelieu: self-evolving llm-based agents for ai diplomacy

Reference 73

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Observation 84314ac3-a360-4d06-9624-bff2dc49ace2 · outbound

This paper cites Explaining decisions of agents in mixed-motive games.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Explaining decisions of agents in mixed-motive games

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.971178Z

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Observation f716ce3b-7491-451c-b0f8-a378febb590f · outbound

This paper cites Simulating Human Strategic Behavior: Comparing Single and Multi-agent LLMs.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Simulating Human Strategic Behavior: Comparing Single and Multi-agent LLMs

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.973776Z

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Observation c2750620-8468-4077-9ba3-cafb57d8575a · outbound

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers MAgIC: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.976779Z

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Observation 83d5a628-02e2-4045-97ed-aa05244c1606 · outbound

This paper cites The Machine Psychology of Cooperation: Can GPT models operationalise prompts for altruism, cooperation, competitiveness and selfishness in economic games?.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers The Machine Psychology of Cooperation: Can GPT models operationalise prompts for altruism, cooperation, competitiveness and selfishness in economic games?

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.979450Z

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Observation 3bdc7149-6189-4639-81fa-19dc024f0040 · outbound

This paper cites Empowering LLMs in decision games through algorithmic data synthesis.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Empowering LLMs in decision games through algorithmic data synthesis

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.982314Z

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Observation faa403da-6fb5-4132-9a97-c204e4632807 · outbound

This paper cites GTBench: Uncovering the strategic reasoning capabilities of LLMs via game-theoretic evaluations.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers GTBench: Uncovering the strategic reasoning capabilities of LLMs via game-theoretic evaluations

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.985075Z

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Observation 335344dc-bf32-4e6d-b4e3-f9c549e51a23 · outbound

This paper cites How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.988384Z

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Observation 8b432409-17ec-43ce-a6c8-60c3d0bb1f29 · outbound

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Game-theoretic LLM: Agent Workflow for Negotiation Games

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.991999Z

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Observation dcfa133e-3d45-45ae-a553-635e64b4425c · outbound

This paper cites Evaluating Large Language Models with Grid-Based Game Competitions: An Extensible LLM Benchmark and Leaderboard.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Evaluating Large Language Models with Grid-Based Game Competitions: An Extensible LLM Benchmark and Leaderboard

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.995433Z

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Observation 7e2e3de5-9456-44e3-9240-a7da500405fb · outbound

This paper cites LLM-based agent society investigation: Collaboration and confrontation in avalon gameplay.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers LLM-based agent society investigation: Collaboration and confrontation in avalon gameplay

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.998993Z

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Observation fa7671e8-cb45-4dea-921b-05e99eadc9fe · outbound

This paper cites How well can LLMs negotiate? NegotiationArena platform and analysis.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers How well can LLMs negotiate? NegotiationArena platform and analysis

Reference 84

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Observation 76bb9b0e-4e16-44d7-9a1f-3663c4d53ced · outbound

This paper cites Glee: A unified framework and benchmark for language-based economic environments.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Glee: A unified framework and benchmark for language-based economic environments

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.006075Z

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Observation 342f68ea-40b2-4c8f-a3dc-6cdda85e4843 · outbound

This paper cites TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMs.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMs

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.009421Z

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Observation 20b98717-62ec-434a-8532-1b95aad4f25f · outbound

This paper cites ALYMPICS: LLM agents meet game theory.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers ALYMPICS: LLM agents meet game theory

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.012561Z

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Observation 6eff8939-1f26-465a-9aab-d505c04f2523 · outbound

This paper cites lmgame-Bench: How Good are LLMs at Playing Games?.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers lmgame-Bench: How Good are LLMs at Playing Games?

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.015304Z

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Observation 1d94d4d3-04fa-422d-af8f-d1aba119689a · outbound

This paper cites Large language models are zero-shot reasoners.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Large language models are zero-shot reasoners

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.018249Z

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Observation 04d83e86-4e31-4836-99af-310649b64aa6 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.021034Z

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Observation ce3e0741-cf11-48be-a398-40bf73d0ec2c · outbound

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Tree of thoughts: Deliberate problem solving with large language models

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.027122Z

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Observation 117927ec-0308-4ae7-b8a1-d133aaa3ff95 · outbound

This paper cites Game of thoughts: Iterative reasoning in game-theoretic domains with large language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Game of thoughts: Iterative reasoning in game-theoretic domains with large language models

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.029818Z

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Observation b59557dd-8505-4fa8-9ba7-243e811b578f · outbound

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Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.023788Z

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Observation 68012398-5a8f-4fd0-afb9-d45dd3f31886 · outbound

This paper cites Can Large Language Models Play Games? A Case Study of A Self-Play Approach.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Can Large Language Models Play Games? A Case Study of A Self-Play Approach

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.035279Z

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Observation 548cf35b-5861-4f1e-8002-93e11b4c48f7 · outbound

This paper cites Reward design with language models.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Reward design with language models

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.038166Z

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Observation 51cd65cc-df5a-4f8e-9fbc-ab5b4c71fb90 · outbound

This paper cites Suspicion agent: Playing imperfect information games with theory of mind aware GPT-4.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Suspicion agent: Playing imperfect information games with theory of mind aware GPT-4

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.032623Z

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Observation 1347ce62-0007-45f3-b96d-e33aa477df37 · outbound

This paper cites An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.043828Z

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Observation 16cda453-1e5b-4e0a-aa64-03b35fe2b149 · outbound

This paper cites An evolutionary model of personality traits related to cooperative behavior using a large language model.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers An evolutionary model of personality traits related to cooperative behavior using a large language model

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.046813Z

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Observation 3ec8e1b8-9878-43a4-ba59-dea60c502493 · outbound

This paper cites Agent-pro: Learning to evolve via policy-level reflection and optimization.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Agent-pro: Learning to evolve via policy-level reflection and optimization

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.040927Z

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Observation 70bd3f64-2671-415b-aecf-eb15d50b1c16 · outbound

This paper cites Learning to discuss strategically: a case study on one night ultimate werewolf.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers Learning to discuss strategically: a case study on one night ultimate werewolf

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:33.052496Z

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Pith citing papers

Observation 9afceeff-96e3-4937-aa25-901a8575507d · inbound

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Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:28.538769Z

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Observation 40691c42-96d4-4064-b748-14398244dee2 · inbound

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CHBench: A Cognitive Hierarchy Benchmark for Evaluating Strategic Reasoning Capability of LLMs Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T19:48:56.972734Z

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Observation 188685b5-4fca-4645-afc2-aa0ddad28b78 · inbound

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When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-16T14:31:01.992242Z

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Observation aa7c3d27-23f0-432c-95a0-e11144638a00 · inbound

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems cites this paper.

Reference 44

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Observation b39385fa-5a89-4efd-9833-ae1707ba1c4b · inbound

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How memory can affect collective and cooperative behaviors in an LLM-Based Social Particle Swarm Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T16:22:27.240655Z

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Observation 07dbfeec-ba80-453d-a357-7fce6b3e29e1 · inbound

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Large language models converge on competitive rationality but diverge on cooperation across providers and generations Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:43:18.839682Z

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Observation ad142d36-622d-40a5-b8ff-9f6c41fb94fb · inbound

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Scale-Dependent Collective Adaptation in Self-Amending LLM Societies: A Cross-Family Study of Emergent Governance Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-19T22:32:49.765621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 797d69f8-2d3e-4151-bc3c-8bec01e4553f · inbound

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LLM Agents Make Collective Belief Dynamics Programmable: Challenges and Research Directions Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T04:38:04.574418Z

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Observation 5e027425-9616-4ff7-b2d6-8a615cac417a · inbound

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MINDGAMES: A Live Arena for Evaluating Social and Strategic Reasoning in Multi-Agent LLMs Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:13.199308Z

Source-reported events for the cited work

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Observation 80668848-07ef-4385-a3b3-c423b5e5aeb9 · inbound

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Evolutionary Dynamics of Cooperation in Next-Generation LLM Agent Systems: A Cross-Provider Empirical Extension Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:12:49.912854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 61dcd222-e2a4-4bd1-af98-b0c5648faa59 · inbound

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Byzantine Cheap Talk: Adversarial Resilience and Topology Effects in LLM Coordination Games Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 19

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Source-reported events for the cited work

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Observation 4f1fcb84-f3b4-4030-958a-9a02982e2c80 · inbound

Is Lying an Emergent Behaviour in LLMs? Evidence from Gaslighting AI agents in a Sustainability Game cites this paper.

Is Lying an Emergent Behaviour in LLMs? Evidence from Gaslighting AI agents in a Sustainability Game Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:25:47.488193Z

Source-reported events for the cited work

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Observation d0412921-80b8-4ddd-9ed3-8cd3dc1ed904 · inbound

Strategy, Not Payoffs: A Behavioural Embedding of Normal-Form Games cites this paper.

Strategy, Not Payoffs: A Behavioural Embedding of Normal-Form Games Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T06:09:16.250925Z

Source-reported events for the cited work

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Observation 2f81e5a6-7f60-4e42-9c2e-5dbe1495b487 · inbound

Freemium Is All You Need cites this paper.

Freemium Is All You Need Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T00:20:07.398977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8fd93d0-5a17-44eb-93aa-5717b2ad8fd2 · inbound

Freemium Is All You Need cites this paper.

Freemium Is All You Need Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T04:24:45.809517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.