Publications

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotics
CrashAgent: Crash Scenario Generation via Multi-modal Reasoning
Causal Composition Diffusion Model for Closed-loop Traffic Simulation
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinfocement Learning
OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning
Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving
Datasets and Benchmarks for Offline Safe Reinforcement Learning
Rethinking Controllable Variational Autoencoders
Controllable and Diverse Text Generation in E-commerce