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data subset selection

16 papers

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Also known as

DSS

Co-occurring keywords

submodular optimization (261) subset selection (88) efficient computing (779) submodular maximization (142) data efficiency (124) compute efficiency (19) gradient matching (36) compute-efficient training (2) active learning (1295) guided sampling (4)

Papers

Quilt: Robust Data Segment Selection against Concept Drifts AAAI 2024
Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks NIPS 2023
INGENIOUS: Using Informative Data Subsets for Efficient Pre-Training of Language Models EMNLP 2023
Provable Data Subset Selection For Efficient Neural Networks Training ICML 2023
Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training EMNLP 2022
ORIENT: Submodular Mutual Information Measures for Data Subset Selection under Distribution Shift NIPS 2022
AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning NIPS 2022
PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022
Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective AISTATS 2021
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training ICML 2021
Training Data Subset Selection for Regression with Controlled Generalization Error ICML 2021
GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning AAAI 2021
A Memoization Framework for Scaling Submodular Optimization to Large Scale Problems AISTATS 2019
Submodularity in Data Subset Selection and Active Learning ICML 2015
Fast Multi-stage Submodular Maximization ICML 2014
Submodular Optimization with Submodular Cover and Submodular Knapsack Constraints NIPS 2013