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cs.LG2026
Chem4DLLM: 4D Multimodal LLMs for Chemical Dynamics Understanding
Xinyu Li, Zhen Zhang, Qi Chen +3
Existing chemical understanding tasks primarily rely on static molecular representations, limiting their ability to model inherently dynamic phenomena such as bond breaking or conf…
cs.CV2026
Learning to Retrieve Navigable Candidates for Efficient Vision-and-Language Navigation
Shutian Gu, Chengkai Huang, Ruoyu Wang +1
Vision-and-Language Navigation (VLN) requires an agent to follow natural-language instructions and navigate through previously unseen environments. Recent approaches increasingly e…