Author

Xiang-Tai Li

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Jul 2026

UniVR: Thinking in Visual Space for Unified Visual Reasoning

UniVR, the first investigation into simultaneously learning complex reasoning, fine-grained physical dynamics, and long-term planning from pure visual demonstrations, is introduced, the first comprehensive suite to assess these heterogeneous capabilities under a purely visual protocol.

Zhongwei Ren, Yunchao Wei, Yao Zhao et al. · arXiv.org · 0 citations

with Pretrained Generative Model for Self-Supervised Learning

GenView is presented, a controllable framework that augments the diversity of positive views leveraging the power of pretrained generative models while preserving semantics, and an adaptive view generation method that dynamically adjusts the noise level in sampling to ensure the preservation of essential semantic meani...

Xiao-Jie Li, Yi-Bo Yang, Xiang-Tai Li et al. · 0 citations