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cs.LG2025
Conformational Rank Conditioned Committees for Machine Learning-Assisted Directed Evolution
Mia Adler, Carrie Liang, Brian Peng +5
Machine Learning-assisted directed evolution (MLDE) is a powerful tool for efficiently navigating antibody fitness landscapes. Many structure-aware MLDE pipelines rely on a single…
cs.LG2025
Boltzmann Graph Ensemble Embeddings for Aptamer Libraries
Starlika Bauskar, Jade Jiao, Narayanan Kannan +5
Machine-learning methods in biochemistry commonly represent molecules as graphs of pairwise intermolecular interactions for property and structure predictions. Most methods operate…