Performance Scaling via Optimal Transport: Enabling Data Selection from
Partially Revealed Sources

Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources

5 July 2023

Anit Kumar Sahu

Papers citing "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources"

12 / 12 papers shown

Title
Sublinear Algorithms for Wasserstein and Total Variation Distances: Applications to Fairness and Privacy Auditing Debabrota Basu Debarshi Chanda 41 0 0 10 Mar 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 88 12 0 31 Dec 2024
TAROT: Targeted Data Selection via Optimal Transport Lan Feng Fan Nie Yuejiang Liu Alexandre Alahi OT 125 1 0 30 Nov 2024
MYCROFT: Towards Effective and Efficient External Data Augmentation Zain Sarwar Van-Tai Tran A. Bhagoji Nick Feamster Ben Y. Zhao Supriyo Chakraborty 27 0 0 11 Oct 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs Feiyang Kang H. Just Yifan Sun Himanshu Jahagirdar Yuanzhi Zhang Rongxing Du Anit Kumar Sahu Ruoxi Jia 54 17 0 05 May 2024
Fair Classification with Partial Feedback: An Exploration-Based Data Collection Approach Vijay Keswani Anay Mehrotra L. E. Celis FaML 30 0 0 17 Feb 2024
Scaling laws for learning with real and surrogate data Ayush Jain Andrea Montanari Eren Sasoglu 35 11 0 06 Feb 2024
Data Valuation and Detections in Federated Learning Wenqian Li Shuran Fu Fengrui Zhang Yan Pang FedML TDI 24 4 0 09 Nov 2023
Revisiting Neural Scaling Laws in Language and Vision Ibrahim M. Alabdulmohsin Behnam Neyshabur Xiaohua Zhai 151 102 0 13 Sep 2022
Geometric Dataset Distances via Optimal Transport David Alvarez-Melis Nicolò Fusi OT 70 192 0 07 Feb 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,453 0 23 Jan 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,170 0 01 Sep 2014