Provable Data Subset Selection For Efficient Neural Network Training

Provable Data Subset Selection For Efficient Neural Network Training

9 March 2023

Daniela Rus

Vladimir Braverman

Papers citing "Provable Data Subset Selection For Efficient Neural Network Training"

9 / 9 papers shown

Title
DataS^3: Dataset Subset Selection for Specialization Neha Hulkund Alaa Maalouf Levi Cai Daniel Yang T. Wang ... Ken Goldberg Hannah Kerner Irene Chen Yogesh A. Girdhar Sara Beery 28 0 0 22 Apr 2025
Data Selection for ERMs Steve Hanneke Shay Moran Alexander Shlimovich Amir Yehudayoff 26 0 0 20 Apr 2025
Data-Efficient Learning via Clustering-Based Sensitivity Sampling: Foundation Models and Beyond Kyriakos Axiotis Vincent Cohen-Addad Monika Henzinger Sammy Jerome Vahab Mirrokni David Saulpic David P. Woodruff Michael Wunder 33 5 0 27 Feb 2024
D2 Pruning: Message Passing for Balancing Diversity and Difficulty in Data Pruning A. Maharana Prateek Yadav Mohit Bansal 14 28 0 11 Oct 2023
Dataset Distillation Meets Provable Subset Selection M. Tukan Alaa Maalouf Margarita Osadchy DD 19 4 0 16 Jul 2023
On the Size and Approximation Error of Distilled Sets Alaa Maalouf M. Tukan Noel Loo Ramin Hasani Mathias Lechner Daniela Rus DD 16 4 0 23 May 2023
AutoCoreset: An Automatic Practical Coreset Construction Framework Alaa Maalouf M. Tukan Vladimir Braverman Daniela Rus CLL 13 2 0 19 May 2023
Pruning Neural Networks via Coresets and Convex Geometry: Towards No Assumptions M. Tukan Loay Mualem Alaa Maalouf 3DPC 33 21 0 18 Sep 2022
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training Krishnateja Killamsetty D. Sivasubramanian Ganesh Ramakrishnan A. De Rishabh K. Iyer OOD 83 188 0 27 Feb 2021