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Tag: tracin (1 references)

Estimating Training Data Influence by Tracing Gradient Descent 2020 inproceedings

Garima Pruthi, Frederick Liu, Mukund Sundararajan, Satyen Kale

Introduces TracIn, which computes influence of training examples by tracing how test loss changes during training. Uses first-order gradient approximation and saved checkpoints for scalability.

tracingradient-basedtraining-dynamicsdata-attribution
View details Source Advances in Neural Information Processing Systems (NeurIPS)