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Alexander Derry

2 accepted papers

2024

Prospector Heads: Generalized Feature Attribution for Large Models & Data

ICML 2024poster

Feature attribution, the ability to localize regions of the input data that are relevant for classification, is an important capability for ML models in scientific and biomedical domains. Current methods for feature attribution, which rely on "explaining" the predictions of end-to-end classifiers, s…

2021

ATOM3D: Tasks on Molecules in Three Dimensions

NeurIPS 2021poster

Computational methods that operate on three-dimensional (3D) molecular structure have the potential to solve important problems in biology and chemistry. Deep neural networks have gained significant attention, but their widespread adoption in the biomolecular domain has been limited by a lack of eit…

Cited by 147SourcecodeScholar