Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
Fuente:
arXiv
Saved in:
| Main Authors: | He, Yidong, Lai, Yutao, Yang, Pengxu, Gan, Jiarui, Wang, Jiexin, Cai, Yi, Zhao, Mengchen |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MARSHAL: Incentivizing Multi-Agent Reasoning via Self-Play with Strategic LLMs
by: Yuan, Huining, et al.
Published: (2025)
by: Yuan, Huining, et al.
Published: (2025)
MINDGAMES: A Live Arena for Evaluating Social and Strategic Reasoning in Multi-Agent LLMs
by: Wang, Kevin, et al.
Published: (2026)
by: Wang, Kevin, et al.
Published: (2026)
Multi-Agent Strategic Games with LLMs
by: Chupilkin, Maxim
Published: (2026)
by: Chupilkin, Maxim
Published: (2026)
Do Persona-Infused LLMs Affect Performance in a Strategic Reasoning Game?
by: Licato, John, et al.
Published: (2025)
by: Licato, John, et al.
Published: (2025)
GameBench: Evaluating Strategic Reasoning Abilities of LLM Agents
by: Costarelli, Anthony, et al.
Published: (2024)
by: Costarelli, Anthony, et al.
Published: (2024)
StratFormer: Adaptive Opponent Modeling and Exploitation in Imperfect-Information Games
by: Caen, Andy, et al.
Published: (2026)
by: Caen, Andy, et al.
Published: (2026)
Reasoning on Multiple Needles In A Haystack
by: Wang, Yidong
Published: (2025)
by: Wang, Yidong
Published: (2025)
DRAFT-RL: Multi-Agent Chain-of-Draft Reasoning for Reinforcement Learning-Enhanced LLMs
by: Li, Yuanhao, et al.
Published: (2025)
by: Li, Yuanhao, et al.
Published: (2025)
CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs
by: Yang, Bruce, et al.
Published: (2025)
by: Yang, Bruce, et al.
Published: (2025)
Responsibility-aware Strategic Reasoning in Probabilistic Multi-Agent Systems
by: Mu, Chunyan, et al.
Published: (2024)
by: Mu, Chunyan, et al.
Published: (2024)
From Query to Logic: Ontology-Driven Multi-Hop Reasoning in LLMs
by: Bian, Haonan, et al.
Published: (2025)
by: Bian, Haonan, et al.
Published: (2025)
Evaluating Strategic Reasoning in Forecasting Agents
by: Liptay, Tom, et al.
Published: (2026)
by: Liptay, Tom, et al.
Published: (2026)
TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMs
by: Wang, Haochuan, et al.
Published: (2024)
by: Wang, Haochuan, et al.
Published: (2024)
Collaborative Belief Reasoning with LLMs for Efficient Multi-Agent Collaboration
by: Wang, Zhimin, et al.
Published: (2025)
by: Wang, Zhimin, et al.
Published: (2025)
Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game
by: Xu, Zelai, et al.
Published: (2023)
by: Xu, Zelai, et al.
Published: (2023)
Beyond Scaling: Assessing Strategic Reasoning and Rapid Decision-Making Capability of LLMs in Zero-sum Environments
by: Li, Yang, et al.
Published: (2026)
by: Li, Yang, et al.
Published: (2026)
Multi-Agent Collaborative Reward Design for Enhancing Reasoning in Reinforcement Learning
by: Yang, Pei, et al.
Published: (2025)
by: Yang, Pei, et al.
Published: (2025)
Tree-of-Reasoning: Towards Complex Medical Diagnosis via Multi-Agent Reasoning with Evidence Tree
by: Peng, Qi, et al.
Published: (2025)
by: Peng, Qi, et al.
Published: (2025)
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models
by: Liao, Yi, et al.
Published: (2025)
by: Liao, Yi, et al.
Published: (2025)
GTBench: Uncovering the Strategic Reasoning Limitations of LLMs via Game-Theoretic Evaluations
by: Duan, Jinhao, et al.
Published: (2024)
by: Duan, Jinhao, et al.
Published: (2024)
USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents
by: Lai, Siqi, et al.
Published: (2025)
by: Lai, Siqi, et al.
Published: (2025)
TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs
by: Wang, Ziyi, et al.
Published: (2026)
by: Wang, Ziyi, et al.
Published: (2026)
StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall
by: Wu, Yerong, et al.
Published: (2026)
by: Wu, Yerong, et al.
Published: (2026)
Xiangqi-R1: Enhancing Spatial Strategic Reasoning in LLMs for Chinese Chess via Reinforcement Learning
by: Chen, Yuhao, et al.
Published: (2025)
by: Chen, Yuhao, et al.
Published: (2025)
WGSR-Bench: Wargame-based Game-theoretic Strategic Reasoning Benchmark for Large Language Models
by: Yin, Qiyue, et al.
Published: (2025)
by: Yin, Qiyue, et al.
Published: (2025)
A Multi-Agent Pokemon Tournament for Evaluating Strategic Reasoning of Large Language Models
by: Yashwanth, Tadisetty Sai, et al.
Published: (2025)
by: Yashwanth, Tadisetty Sai, et al.
Published: (2025)
MAGE: Meta-Reinforcement Learning for Language Agents toward Strategic Exploration and Exploitation
by: Yang, Lu, et al.
Published: (2026)
by: Yang, Lu, et al.
Published: (2026)
SPIN-Bench: How Well Do LLMs Plan Strategically and Reason Socially?
by: Yao, Jianzhu, et al.
Published: (2025)
by: Yao, Jianzhu, et al.
Published: (2025)
Do LLMs Know When to Flip a Coin? Strategic Randomization through Reasoning and Experience
by: Yang, Lingyu
Published: (2025)
by: Yang, Lingyu
Published: (2025)
VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents
by: Wang, Kangrui, et al.
Published: (2025)
by: Wang, Kangrui, et al.
Published: (2025)
Reinforced Latent Reasoning for LLM-based Recommendation
by: Zhang, Yang, et al.
Published: (2025)
by: Zhang, Yang, et al.
Published: (2025)
DeepAgent: A General Reasoning Agent with Scalable Toolsets
by: Li, Xiaoxi, et al.
Published: (2025)
by: Li, Xiaoxi, et al.
Published: (2025)
MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs
by: Ozer, Onat, et al.
Published: (2025)
by: Ozer, Onat, et al.
Published: (2025)
Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty
by: Kim, Jeonghye, et al.
Published: (2026)
by: Kim, Jeonghye, et al.
Published: (2026)
MedMMV: A Controllable Multimodal Multi-Agent Framework for Reliable and Verifiable Clinical Reasoning
by: Liu, Hongjun, et al.
Published: (2025)
by: Liu, Hongjun, et al.
Published: (2025)
FlowReasoner: Reinforcing Query-Level Meta-Agents
by: Gao, Hongcheng, et al.
Published: (2025)
by: Gao, Hongcheng, et al.
Published: (2025)
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
by: Wang, Chaojie, et al.
Published: (2024)
by: Wang, Chaojie, et al.
Published: (2024)
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA
by: Zhao, Xinjie, et al.
Published: (2025)
by: Zhao, Xinjie, et al.
Published: (2025)
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning
by: Hu, Zhiyuan, et al.
Published: (2026)
by: Hu, Zhiyuan, et al.
Published: (2026)
Conflict-Resilient Multi-Agent Reasoning via Signed Graph Modeling
by: He, Longgang, et al.
Published: (2026)
by: He, Longgang, et al.
Published: (2026)
Similar Items
-
MARSHAL: Incentivizing Multi-Agent Reasoning via Self-Play with Strategic LLMs
by: Yuan, Huining, et al.
Published: (2025) -
MINDGAMES: A Live Arena for Evaluating Social and Strategic Reasoning in Multi-Agent LLMs
by: Wang, Kevin, et al.
Published: (2026) -
Multi-Agent Strategic Games with LLMs
by: Chupilkin, Maxim
Published: (2026) -
Do Persona-Infused LLMs Affect Performance in a Strategic Reasoning Game?
by: Licato, John, et al.
Published: (2025) -
GameBench: Evaluating Strategic Reasoning Abilities of LLM Agents
by: Costarelli, Anthony, et al.
Published: (2024)