On the generalization of learning algorithms that do not converge

On the generalization of learning algorithms that do not converge

16 August 2022

N. Chandramoorthy

Khashayar Gatmiry

Stefanie Jegelka

Papers citing "On the generalization of learning algorithms that do not converge"

11 / 11 papers shown

Title
Understanding the Generalization Error of Markov algorithms through Poissonization Benjamin Dupuis Maxime Haddouche George Deligiannidis Umut Simsekli 42 0 0 11 Feb 2025
Future Directions in the Theory of Graph Machine Learning Christopher Morris Fabrizio Frasca Nadav Dym Haggai Maron .Ismail .Ilkan Ceylan Ron Levie Derek Lim Michael M. Bronstein Martin Grohe Stefanie Jegelka AI4CE 30 4 0 03 Feb 2024
Signal Processing Meets SGD: From Momentum to Filter Zhipeng Yao Guisong Chang Jiaqi Zhang Qi Zhang Dazhou Li Yu Zhang ODL 24 0 0 06 Nov 2023
From Stability to Chaos: Analyzing Gradient Descent Dynamics in Quadratic Regression Xuxing Chen Krishnakumar Balasubramanian Promit Ghosal Bhavya Agrawalla 28 7 0 02 Oct 2023
Towards Understanding the Generalizability of Delayed Stochastic Gradient Descent Xiaoge Deng Li Shen Shengwei Li Tao Sun Dongsheng Li Dacheng Tao 20 3 0 18 Aug 2023
Learning Trajectories are Generalization Indicators Jingwen Fu Zhizheng Zhang Dacheng Yin Yan Lu Nanning Zheng AI4CE 20 3 0 25 Apr 2023
Identifying Equivalent Training Dynamics William T. Redman J. M. Bello-Rivas M. Fonoberova Ryan Mohr Ioannis G. Kevrekidis Igor Mezić 25 2 0 17 Feb 2023
Generalization Bounds with Data-dependent Fractal Dimensions Benjamin Dupuis George Deligiannidis Umut cSimcsekli AI4CE 28 12 0 06 Feb 2023
Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective J. Zhang Haochuan Li S. Sra Ali Jadbabaie 66 9 0 12 Oct 2021
Large Learning Rate Tames Homogeneity: Convergence and Balancing Effect Yuqing Wang Minshuo Chen T. Zhao Molei Tao AI4CE 55 40 0 07 Oct 2021
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,878 0 15 Sep 2016