conftrace_

subset selection

90 papers

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Co-occurring keywords

determinantal point process (140) submodular optimization (261) greedy algorithm (242) approximation algorithm (630) submodular function (121) pareto optimization (78) combinatorial optimization (1039) neural network (6616) feature selection (649) representation learning (6206)

Papers

Large-Scale and Multi-Perspective Opinion Summarization with Diverse Review Subsets EMNLP 2023
Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least ICML 2023
DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation ACL 2023
Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score Functions ICML 2023
Randomness Is the Root of All Evil: More Reliable Evaluation of Deep Active Learning WACV 2023
ORIENT: Submodular Mutual Information Measures for Data Subset Selection under Distribution Shift NIPS 2022
Improving Screening Processes via Calibrated Subset Selection ICML 2022
Adaptive Second Order Coresets for Data-efficient Machine Learning ICML 2022
Deep Active Learning by Leveraging Training Dynamics NIPS 2022
AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning NIPS 2022
Data-Efficient Augmentation for Training Neural Networks NIPS 2022
Two-Sided Weak Submodularity for Matroid Constrained Optimization and Regression COLT 2022
Hardness of Maximum Likelihood Learning of DPPs COLT 2022
Bayesian subset selection and variable importance for interpretable prediction and classification JMLR 2022
PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022
Accelerated Projected Gradient Algorithms for Sparsity Constrained Optimization Problems NIPS 2022
Training Subset Selection for Weak Supervision NIPS 2022
Neural Estimation of Submodular Functions with Applications to Differentiable Subset Selection NIPS 2022
Active Learning Through a Covering Lens NIPS 2022
Robust Subset Selection by Greedy and Evolutionary Pareto Optimization IJCAI 2022
Sparse Bayesian Learning via Stepwise Regression ICML 2021
Tracking Regret Bounds for Online Submodular Optimization AISTATS 2021
On the Convex Combination of Determinantal Point Processes ACML 2021
Towards Efficient Selection of Activity Trajectories based on Diversity and Coverage AAAI 2021
Pareto Optimization for Subset Selection with Dynamic Partition Matroid Constraints AAAI 2021