Publications

(2025). Robotic World Model: A Neural Network Simulator for Robust Policy Optimization in Robotics. In arXiv Outstanding Paper Award in EWM Workshop.
(2025). Constrained Style Learning from Imperfect Demonstrations under Task Optimality. In arXiv.
(2025). Motion Priors Reimagined: Adapting Flat-Terrain Skills for Complex Quadruped Mobility. In arXiv.
(2025). Toward Task Generalization via Memory Augmentation in Meta-Reinforcement Learning. In arXiv.
(2025). Learning More With Less: Sample Efficient Dynamics Learning and Model-Based RL for Loco-Manipulation. In arXiv.
(2024). Learning Diverse Skills for Local Navigation under Multi-constraint Optimality. In ICRA.
(2023). FLD: Fourier Latent Dynamics for Structured Motion Representation and Learning. In ICLR Spotlight.
(2022). Versatile Skill Control via Self-supervised Adversarial Imitation of Unlabeled Mixed Motions. In ICRA.