conftrace_

data valuation

50 papers

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Also known as

DV

Co-occurring keywords

shapley value (206) influence function (143) training datum (124) large language model (13587) federated learning (1333) machine learning (436) incentive mechanism (46) approximation algorithm (630) cooperative game theory (31) deep learning (2118)

Papers

Zero-Shot Data Maps. Efficient Dataset Cartography Without Model Training EMNLP 2023
Incentives in Private Collaborative Machine Learning NIPS 2023
OpenDataVal: a Unified Benchmark for Data Valuation NIPS 2023
Probably Approximate Shapley Fairness with Applications in Machine Learning AAAI 2023
Curating Datasets for Better Performance with Example Training Dynamics ACL 2023
Robust Data Valuation with Weighted Banzhaf Values NIPS 2023
Fundamentals of Task-Agnostic Data Valuation AAAI 2023
The Economics of Machine Learning IJCAI 2023
Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments ICML 2022
Estimating Example Difficulty Using Variance of Gradients CVPR 2022
Data Valuation in Machine Learning: "Ingredients", Strategies, and Open Challenges IJCAI 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification NIPS 2022
The Shapley Value in Machine Learning IJCAI 2022
Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards AAAI 2022
DAVINZ: Data Valuation using Deep Neural Networks at Initialization ICML 2022
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning AISTATS 2022
Data Appraisal Without Data Sharing AISTATS 2022
Efficient Computation and Analysis of Distributional Shapley Values AISTATS 2021
Validation Free and Replication Robust Volume-based Data Valuation NIPS 2021
Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021
If You Like Shapley Then You’ll Love the Core AAAI 2021
Data Valuation using Reinforcement Learning ICML 2020
A Distributional Framework For Data Valuation ICML 2020
Data Shapley: Equitable Valuation of Data for Machine Learning ICML 2019
Towards Efficient Data Valuation Based on the Shapley Value AISTATS 2019