Mengru Wang

LightMem: Lightweight and Efficient Memory-Augmented Generation

The Social Welfare Function Leaderboard: When LLM Agents Allocate Social Welfare

OceanGym: A Benchmark Environment for Underwater Embodied Agents

The Hunger Game Debate: On the Emergence of Over-Competition in Multi-Agent Systems

SaraCoder: Orchestrating Semantic and Structural Cues for Resource-Optimized Repository-Level Code Completion

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training