A picture of the space of typical learnable tasks

31 October 2022

Papers citing "A picture of the space of typical learnable tasks"

5 / 5 papers shown

Title
An Analytical Characterization of Sloppiness in Neural Networks: Insights from Linear Models J. Mao Itay Griniasty Yan Sun M. Transtrum J. Sethna Pratik Chaudhari 9 0 0 13 May 2025
Many Perception Tasks are Highly Redundant Functions of their Input Data Rahul Ramesh Anthony Bisulco Ronald W. DiTullio Linran Wei Vijay Balasubramanian Kostas Daniilidis Pratik Chaudhari 36 2 0 18 Jul 2024
Learning Capacity: A Measure of the Effective Dimensionality of a Model Daiwei Chen Wei-Di Chang Pratik Chaudhari 27 3 0 27 May 2023
The Training Process of Many Deep Networks Explores the Same Low-Dimensional Manifold J. Mao Itay Griniasty H. Teoh Rahul Ramesh Rubing Yang M. Transtrum J. Sethna Pratik Chaudhari 3DPC 37 15 0 02 May 2023
A Kernel-Based View of Language Model Fine-Tuning Sadhika Malladi Alexander Wettig Dingli Yu Danqi Chen Sanjeev Arora VLM 68 60 0 11 Oct 2022