activity
20232026
most citedInteractive Interior Design Recommendation via Coarse-to-fine Multimodal Reinforcement Learning

12 citations · 16 across the 23 of their papers we have counts for

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cs.AI2026

The Geometry of Flow-Matching Uncertainty: A Cost-free Uncertainty Proxy and Its Application in Flow-based VLA Failure Detection

Ziyang Rao, Yiren Zhao, Weiyu Guo +3

Flow matching (FM) has become a popular action head paradigm for modern embodied models. However, as a conditional generative model, it does not explicitly expose its inherent unce…