Guang Lin

ProTDyn generates thermodynamically consistent protein ensembles and multi-timescale dynamics, offering a scalable alternative to molecular dynamics simulations.

ExEnDiff generates protein conformations using experimental data as a prior, improving diversity and physical realism over existing methods.

ESMAdam generates protein conformation ensembles efficiently using ESMFold and ADAM optimization, reducing computational time and adapting to diverse restraint conditions.