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Author

Qi-Xin Zhang

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Open access Aug 2026

RegimeFormer: A Large Protein Model of Global Perturbation Regimes

Protein language models organize sequence and structure at scale; here we add a global coordinate system for how proteins respond to mutation.1–12 We present RegimeFormer, a large protein perturbation model coupled to RegimeAtlas, which we constructed by harmonizing, representing and indexing 202,556,313 non-redundant...

Simkins Ma, Yinxiang Chai, Yi Wu et al. · 0 citations
Sep 2026

Efficient Communication With Skill Neurons in Decentralized Multi-Agent Reinforcement Learning.

CSN is proposed, which enables efficient Communication with Skill Neurons in decentralized MARL by exchanging the essential components of learned knowledge at neuron level by communicating only a sparse subset of model parameters and doing so intermittently.

Jiahua Lan, Li Shen, Ruijun Liu et al. · 0 citations

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