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training data influence

8 papers

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influence function (4) gradient caching (1) influence estimation (1) train-test leakage (1) parameter scaling (1) neural network explanation (1) linear datamodel (1) dataset counterfactual (1) data removal (1) large language model (1)

Papers

Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models ICLR 2025 On Training Data Influence of GPT Models EMNLP 2024 Token-wise Influential Training Data Retrieval for Large Language Models ACL 2024 Unlearning Traces the Influential Training Data of Language Models ACL 2024 Differential Privacy, Linguistic Fairness, and Training Data Influence: Impossibility and Possibility Theorems for Multilingual Language Models ICML 2023 How Many and Which Training Points Would Need to be Removed to Flip this Prediction? EACL 2023 Datamodels: Understanding Predictions with Data and Data with Predictions ICML 2022 Representer Point Selection via Local Jacobian Expansion for Post-hoc Classifier Explanation of Deep Neural Networks and Ensemble Models NeurIPS 2021