Deep learning has advanced protein structure prediction, yet capturing conformational ensembles remains challenging. Here, the authors introduce aSAM, a latent diffusion model trained on molecular dynamics simulations, to generate temperature-conditioned protein ensembles, enhancing exploration of energy landscapes and capturing experimentally observed thermal behaviors.
- Giacomo Janson
- Alexander Jussupow
- Michael Feig
