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Yu-Rong Ling

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#machine learning Preprint Sep 2026

Facet-0: A Robotic Foundation Model for Contact-Rich Precise Manipulation

Facet-0 unifies multimodal representation learning and reinforcement learning post-training around a joint action-wrench proposal, which reaches 82% mean success on five sub-millimeter computer-assembly tasks, compared with 15% for the strongest baseline.

Hao-Yuan Deng, Hai-Chao Liu, Wen-Kai Guo et al. · 1 citation
Preprint Aug 2026

Diagnosing JEPA World Models with Action-Conditioned Predictive Consistency

Action-Conditioned Predictive Consistency (ACPC), a diagnostic that measures how far a clean history and a visually perturbed view of it diverge after being rolled forward under the same action sequence, is introduced and it is proved that this divergence bounds the perturbation-induced change in multi-step prediction...

Guo An, Zijing Wu, Hongzhuang Dong et al. · 1 citation

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