Data Attribution: From Classifiers to Generative Models

The goal of data attribution is to trace model predictions back to training data. Despite a long line of work towards this goal, existing approaches to data attribution tend to force users to choose between computational tractability and efficacy. That is, computationally tractable methods can strug...

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Bibliographic Details
Main Author: Georgiev, Kristian
Other Authors: Mądry, Aleksander
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/152676