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Andrew Ilyas

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titleconferencedate
Increasing Participant Agency by Understanding the Impact of Training DataAgency in Collaborative Learning 20262026-04-13
Shows a scalable method to compute the meta-gradient—a gradient of final model behavior with respect to continuous training-data parameters—by…
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Predicting and optimizing the behavior of large ML modelsThe Future of Language Models and Transformers 20252025-03-31
Presents a concrete method that differentiates the final model performance with respect to pre‑training choices by computing a meta gradient through training…
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