How Much More Data Do I Need? Estimating Requirements for Downstream
Tasks

How Much More Data Do I Need? Estimating Requirements for Downstream Tasks

4 July 2022

Jose M. Alvarez

Sanja Fidler

Papers citing "How Much More Data Do I Need? Estimating Requirements for Downstream Tasks"

8 / 8 papers shown

Title
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis Onkar Susladkar Gayatri S Deshmukh Yalcin Tur Ulas Bagci MedIm 53 0 0 08 May 2025
Breaking Neural Network Scaling Laws with Modularity Akhilan Boopathy Sunshine Jiang William Yue Jaedong Hwang Abhiram Iyer Ila Fiete OOD 41 2 0 09 Sep 2024
How Much Data are Enough? Investigating Dataset Requirements for Patch-Based Brain MRI Segmentation Tasks Dongang Wang Peilin Liu Hengrui Wang H. Beadnall K. Kyle ... Tom Weidong Cai Wanli Ouyang Fernando Calamante Michael Barnett Chenyu Wang 29 2 0 04 Apr 2024
Strategies and impact of learning curve estimation for CNN-based image classification Laura Didyk Brayden Yarish Michael A. Beck C. Bidinosti Christopher J. Henry 15 0 0 12 Oct 2023
Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources Feiyang Kang H. Just Anit Kumar Sahu R. Jia 56 10 0 05 Jul 2023
Training from Zero: Radio Frequency Machine Learning Data Quantity Forecasting IV WilliamH.Clark Alan J. Michaels 10 2 0 07 May 2022
Learning Curve Theory Marcus Hutter 137 58 0 08 Feb 2021
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 240 4,469 0 23 Jan 2020