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Frances H. Arnold

3 accepted papers

2026

OXtal: An All-Atom Diffusion Model for Organic Crystal Structure Prediction

ICLR 2026poster

Accurately predicting experimentally-realizable $3\textrm{D}$ molecular crystal structures from their $2\textrm{D}$ chemical graphs is a long-standing open challenge in computational chemistry called $\textit{crystal structure prediction}$ (CSP). Efficiently solving this problem has implications ran…

Cited by 0SourceScholar
2025

Steering Generative Models with Experimental Data for Protein Fitness Optimization

NeurIPS 2025poster

Protein fitness optimization involves finding a protein sequence that maximizes desired quantitative properties in a combinatorially large design space of possible sequences. Recent advances in steering protein generative models (e.g., diffusion models and language models) with labeled data offer a…

Cited by 0SourcecodeScholar
2024

CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes

NeurIPS 2024poster

Enzymes are important proteins that catalyze chemical reactions. In recent years, machine learning methods have emerged to predict enzyme function from sequence; however, there are no standardized benchmarks to evaluate these methods. We introduce CARE, a benchmark and dataset suite for the Classif…