Scaling laws for learning with real and surrogate data

6 February 2024

Papers citing "Scaling laws for learning with real and surrogate data"

6 / 6 papers shown

Title
High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws M. E. Ildiz Halil Alperen Gozeten Ege Onur Taga Marco Mondelli Samet Oymak 56 2 0 24 Oct 2024
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World Joshua Kazdan Rylan Schaeffer Apratim Dey Matthias Gerstgrasser Rafael Rafailov D. Donoho Sanmi Koyejo 53 11 0 22 Oct 2024
Scaling Laws in Linear Regression: Compute, Parameters, and Data Licong Lin Jingfeng Wu Sham Kakade Peter L. Bartlett Jason D. Lee LRM 44 15 0 12 Jun 2024
Revisiting Neural Scaling Laws in Language and Vision Ibrahim M. Alabdulmohsin Behnam Neyshabur Xiaohua Zhai 159 102 0 13 Sep 2022
LENS: Localization enhanced by NeRF synthesis Arthur Moreau Nathan Piasco D. Tsishkou B. Stanciulescu A. de La Fortelle 40 122 0 13 Oct 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 264 4,489 0 23 Jan 2020