conftrace_

data valuation

60 papers

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DV

Co-occurring keywords · papers mentioning both

shapley value (25) influence function (6) training data (6) cooperative game theory (4) large language model (4) federated learning (4) monte carlo estimation (3) machine learning (3) incentive mechanism (3) approximation algorithm (3)

Papers

Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments ICML 2022 The Shapley Value in Machine Learning IJCAI 2022 Efficient Computation and Analysis of Distributional Shapley Values AISTATS 2021 If You Like Shapley Then You’ll Love the Core AAAI 2021 Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021 Validation Free and Replication Robust Volume-based Data Valuation NeurIPS 2021 A Distributional Framework For Data Valuation ICML 2020 Data Valuation using Reinforcement Learning ICML 2020 Data Shapley: Equitable Valuation of Data for Machine Learning ICML 2019 Towards Efficient Data Valuation Based on the Shapley Value AISTATS 2019