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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Santiago D. Villalba

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Jul 2026

Protein Language Model-Based Fitness Estimates Facilitate Resistance Mutation Identification

Results show that protein fitness estimates can facilitate the identification of resistance mutations by filtering mutations with a low estimated fitness, indicating that protein language model-based protein fitness estimates could be a computationally efficient method to filter mutations without having to model the ne...

Dominik Schwarz, Sven H. Giese, Akansha Gupta et al. · 0 citations
Preprint Jul 2026

Spectral Diffusion for Protein Dynamics

A new physics-informed representation using Fourier transforms as an inductive bias for the multiscale temporal nature of protein dynamics, DynaMode is presented, achieving strong performance across a set of ensemble-based metrics.

H. Phipps, M. Cagiada, S. Villalba et al. · 0 citations

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