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Gautam Machiraju

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…

2022

A Dataset Generation Framework for Evaluating Megapixel Image Classifiers & Their Explanations

ECCV 2022poster

"Deep learning-based megapixel image classifiers have exceptional prediction performance in a number of domains, including clinical pathology. However, extracting reliable, human-interpretable model explanations has remained challenging. Because real-world megapixel images often contain latent image…

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