Hongyao Tang

Squeeze the Soaked Sponge: Efficient Off-policy RFT for Large Language Model

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation

The Rank and Gradient Lost in Non-stationarity: Sample Weight Decay for Mitigating Plasticity Loss in Reinforcement Learning

Boosting Multiagent Reinforcement Learning at High Replay Ratios with Ensemble Reset

ScaleMoE: Mixture-of-Experts for Scalable Continuous Control in Actor–Critic Reinforcement Learning

ScaleAC: Scale Actor-Critic by Replay Ratio

COLA: Towards Efficient Multi-Objective Reinforcement Learning with Conflict Objective Regularization in Latent Space

Mitigating Plasticity Loss in Continual Reinforcement Learning by Reducing Churn

LaRes: Evolutionary Reinforcement Learning with LLM-based Adaptive Reward Search

FANS: A Flatness-Aware Network Structure for Generalization in Offline Reinforcement Learning

CORE: Collaborative Optimization with Reinforcement Learning and Evolutionary Algorithm for Floorplanning

R*: Efficient Reward Design via Reward Structure Evolution and Parameter Alignment Optimization with Large Language Models

EDiSon: Efficient Design-and-Control Optimization with Reinforcement Learning and Adaptive Design Reuse