MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation

2026/01/01 by Dawei Wang, Di Zhao, Xinyuan Liu +5
Business, Management and Accounting · Computer Science · #Explainable Artificial Intelligence (XAI) #Financial Distress and Bankruptcy Prediction #Topic Modeling #cs.AI

paper · pdf · doi:10.18653/v1/2026.acl-long.1349

ACL 2026 Main

openalex publication_date 2026/01/01 · openalex created_date 2026/07/02 · openalex updated_date 2026/07/29 · arxiv created 2026/07/30 · arxiv updated 2026/07/31

Abstract

Dawei Wang, Di Zhao, Xinyuan Liu, Marci Chi Ma, Xiaoyang Liu, Chengming Zhou, Gary Ushaw, Richard Davison. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2026.

Citations

• Interleaved Latent Visual Reasoning with Selective Perceptual Modeling
• Challenges in Credit Assignment for Multi-Agent Reinforcement Learning in Open Agent Systems
• Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment
• Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge
• COMBO: Compositional World Models for Embodied Multi-Agent Cooperation
• MQE: Unleashing the Power of Interaction with Multi-agent Quadruped Environment
• XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library
• Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning
• Language Is Not All You Need: Aligning Perception with Language Models
• SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning
• The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games
• PettingZoo: Gym for Multi-Agent Reinforcement Learning
• Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks
• Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms
• On the Utility of Learning about Humans for Human-AI Coordination
• Value-Decomposition Networks For Cooperative Multi-Agent Learning
• Deep reinforcement learning from human preferences
• Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology\n Dependence
• RANK ANALYSIS OF INCOMPLETE BLOCK DESIGNS
• I.—COMPUTING MACHINERY AND INTELLIGENCE

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• Speaking the Language of Teamwork: LLM-Guided Credit Assignment in Multi-Agent Reinforcement Learning
• Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment