Ruotian Ma

RLVER: Reinforcement Learning with Verifiable Emotion Rewards for Empathetic Agents

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

BatonVoice: An Operationalist Framework for Enhancing Controllable Speech Synthesis with Linguistic Intelligence from LLMs

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

SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning

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