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Owen Howell

2 accepted papers

2026

CoarseBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations

ICML 2026poster

We present CoarseBind, a foundation model for protein-ligand structure and binding affinity prediction that achieves 26$\times$ faster inference than state-of-the-art methods while improving affinity prediction accuracy by up to 20\%. Current deep learning approaches to structure-based drug design r…

Cited by 0SourceScholar
2026

Generalizable Hierarchical Skill Learning via Object-Centric Representation

RA-L 2026

We present Generalizable Hierarchical Skill Learning (GSL), a novel framework for hierarchical policy learning that improves policy generalization and sample efficiency in robot manipulation. One core idea of GSL is to use object-centric skills as an interface that bridges the high-level vision-lang

Cited by 3SourceScholar