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Wei-Cheng Huang

3 accepted papers

2026

Simulation-Ready Cluttered Scene Estimation via Physics-aware Joint Shape and Pose Optimization

RSS 2026poster

Estimating simulation-ready scenes from real-world observations is crucial for downstream planning and policy learning tasks. Regretfully, existing methods struggle in cluttered environments, often exhibiting prohibitive computational cost, poor robustness, and restricted generality when scaling to …

Cited by 0SourceScholar
2024

Adaptive Contact-Implicit Model Predictive Control with Online Residual Learning

ICRA 2024poster

The hybrid nature of multi-contact robotic systems, due to making and breaking contact with the environment, creates significant challenges for high-quality control. Existing model-based methods typically rely on either good prior knowledge of the multi-contact model or require significant offline m…

Cited by 3SourceScholar
2024

OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning

ICLR 2024poster

Recent works have shown that by using large pre-trained models along with learnable prompts, rehearsal-free methods for class-incremental learning (CIL) settings can achieve superior performance to prominent rehearsal-based ones. Rehearsal-free CIL methods struggle with distinguishing classes from d…