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cs.AI2026
PhiFold: Towards Dynamic Protein Design with Physics-Structured Covariance Modeling
Yutian Liu, Mujie Lin, LanqianZhang +4
Protein design is moving beyond structural correctness toward function-aware design, yet existing generative models typically treat dynamics as a downstream property estimated thro…
cs.AI2026
The Devil is in the Spectrum: Mitigating Representation Collapse in LLMs via Topologically Regularized Side-Path
Yiheng Tao, Kaiwen Cheng, Yao Lu +2
Large Language Models (LLMs) are fundamentally limited by representation collapse, a bottleneck that severely degrades long-context performance. We identify that existing approache…