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Ziyong Ma

3 accepted papers

2026

DOSE3: Diffusion-Based Unified Out-Of-Distribution Detection on SE(3) Trajectories

ICRA 2026poster

Out-Of-Distribution (OOD) detection, the task of identifying when an input falls outside the distribution seen at training time, is critical for deploying safe and reliable systems. Traditional OOD methods require retraining models whenever the in‐distribution has changed. Recent work introduces uni…

Cited by 0Scholar
2026

DOSE3: Diffusion-Based Unified Out-of-Distribution Detection on $\mathbb{SE}(3)$ Trajectories

RA-L 2026

Out-of-Distribution (OOD) detection, the task of identifying when an input falls outside the distribution seen at training time, is critical for deploying safe and reliable systems. Traditional OOD methods require retraining models whenever the in-distribution has changed. Recent work introduces <it

Cited by 1SourceScholar
2025

Building 3D Representations and Generating Motions From a Single Image via Video-Generation

NeurIPS 2025poster

Autonomous robots typically need to construct representations of their surroundings and adapt their motions to the geometry of their environment. Here, we tackle the problem of constructing a policy model for collision-free motion generation, consistent with the environment, from a single input RGB…

Cited by 0SourceScholar