most citedSimCE: Simplifying Cross-Entropy Loss for Collaborative Filtering

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cs.AI2025

Multi-Agent Collaborative Reward Design for Enhancing Reasoning in Reinforcement Learning

Pei Yang, Ke Zhang, Ji Wang +5

We present CRM (Multi-Agent Collaborative Reward Model), a framework that replaces a single black-box reward model with a coordinated team of specialist evaluators to improve robus…

cs.AI2025

SEDM: Selective Self-Evolving Distributed Memory for Agents

Yichen Liu, Haoran Xu, Jiacong Hu +20

Agents in a society can reuse each other's experience, but indiscriminate memory use increases processing cost and can reduce task success. We present SEDM (Selective Self-Evolving…