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Ge Li

3 papers indexed

arxivcs.ROcs.CV2026-07-31

RayViT: Ray-Conditioned Visual Representations for Viewpoint-Robust Imitation Learning

Qian Wang, Longrui Chen, Peiran Sun, Aleksandar Taranovic, Niklas Freymuth, Ge Li, et al.

Visual imitation learning enables robots to acquire visuomotor skills directly from images, yet RGB observations lack explicit geometric cues, making learned policies brittle to camera perturbations. To address this, we propose \textbf{Ray-conditioned Vision Transformer Encoder (…

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arxivcs.CVcs.AIcs.CLcs.LG2026-07-09

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing

Feng Wang, Canmiao Fu, Zhipeng Huang, Chen Li, Jing Lyu, Ge Li

Recent unified multimodal models show a single architecture can jointly perform vision/language understanding and image generation/editing. However, they repeatedly feed all historical visual and textual inputs into a shared context window, limiting long-horizon multimodal dialog…

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arxivcs.CV2026-07-01

EFlow: Learning Evidence Flow for Long-Video Reasoning with Adaptive Reflection

Wenhao Zhang, Kuanwei Lin, Xuyi Yang, Wei Gao, Ge Li

Long-video reasoning is fundamentally constrained by how models acquire and utilize visual evidence. Existing tool-augmented video frameworks often interleave temporal grounding and answer reasoning within a single trajectory, causing early semantic hypotheses to bias evidence lo…

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