Chang Liu

PhiFold: Towards Dynamic Protein Design with Physics-Structured Covariance Modeling

Protein design is moving beyond structural correctness toward function-aware design, yet existing generative models typically treat dynamics as a downstream property estimated through simulation or prediction after structure generation. Using MD trajectories as a generative target is also undesirable because stochastic...