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Juntian Zheng

3 accepted papers

2024

Thin-Shell Object Manipulations With Differentiable Physics Simulations

ICLR 2024spotlight

In this work, we aim to teach robots to manipulate various thin-shell materials. Prior works studying thin-shell object manipulation mostly rely on heuristic policies or learn policies from real-world video demonstrations, and only focus on limited material types and tasks (e.g., cloth unfolding).…

Cited by 5SourcePDFScholar
2023

CAMS: CAnonicalized Manipulation Spaces for Category-Level Functional Hand-Object Manipulation Synthesis

CVPR 2023poster

In this work, we focus on a novel task of category-level functional hand-object manipulation synthesis covering both rigid and articulated object categories. Given an object geometry, an initial human hand pose as well as a sparse control sequence of object poses, our goal is to generate a physicall…

2023

DiffuseBot: Breeding Soft Robots With Physics-Augmented Generative Diffusion Models

NeurIPS 2023oral

Nature evolves creatures with a high complexity of morphological and behavioral intelligence, meanwhile computational methods lag in approaching that diversity and efficacy. Co-optimization of artificial creatures' morphology and control in silico shows promise for applications in physical soft rob…