coreset selection

33 papers

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Co-occurring keywords

data efficiency (124) sample selection (107) large language model (12755) neural network training (309) contrastive learning (3979) representation learning (6174) instruction tuning (810) bilevel optimization (193) greedy algorithm (242) data pruning (23)

Papers

Efficient Adversarial Contrastive Learning via Robustness-Aware Coreset Selection NIPS 2023

Loss-Curvature Matching for Dataset Selection and Condensation AISTATS 2023

Bilevel Coreset Selection in Continual Learning: A New Formulation and Algorithm NIPS 2023

Adaptive Second Order Coresets for Data-efficient Machine Learning ICML 2022

Probabilistic Bilevel Coreset Selection ICML 2022

RETRIEVE: Coreset Selection for Efficient and Robust Semi-Supervised Learning NIPS 2021

Coresets for Estimating Means and Mean Square Error with Limited Greedy Samples UAI 2020

Small-GAN: Speeding up GAN Training using Core-Sets ICML 2020