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Tongxuan Tian

2 accepted papers

2025

Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation

Tongxuan Tian, Haoyang Li, Bo Ai, Xiaodi Yuan, Zhiao Huang, Hao Su
CoRL 2025poster

Cloth manipulation is challenging due to its highly complex dynamics, near-infinite degrees of freedom, and frequent self-occlusions, which complicate both state estimation and dynamics modeling. Inspired by recent advances in generative models, we hypothesize that these expressive models can effect…

Cited by 0Source ↗Scholar ↗
2025

O$^3$Afford: One-Shot 3D Object-to-Object Affordance Grounding for Generalizable Robotic Manipulation

Tongxuan Tian, Xuhui Kang, Yen-Ling Kuo
CoRL 2025poster

Grounding object affordance is fundamental to robotic manipulation as it establishes the critical link between perception and action among interacting objects. However, prior works predominantly focus on predicting single-object affordance, overlooking the fact that most real-world interactions invo…

Cited by 0Source ↗Scholar ↗