An Operator Theoretic View on Pruning Deep Neural Networks

An Operator Theoretic View on Pruning Deep Neural Networks

28 October 2021

William T. Redman

Papers citing "An Operator Theoretic View on Pruning Deep Neural Networks"

13 / 13 papers shown

Title
Enhanced Pruning Strategy for Multi-Component Neural Architectures Using Component-Aware Graph Analysis Ganesh Sundaram Jonas Ulmen Daniel Görges 27 0 0 17 Apr 2025
ReTok: Replacing Tokenizer to Enhance Representation Efficiency in Large Language Model Shuhao Gu Mengdi Zhao Bowen Zhang Liangdong Wang Jijie Li Guang Liu 30 2 0 06 Oct 2024
Glocal Hypergradient Estimation with Koopman Operator Ryuichiro Hataya Yoshinobu Kawahara 44 2 0 05 Feb 2024
Enhancing Neural Training via a Correlated Dynamics Model Jonathan Brokman Roy Betser Rotem Turjeman Tom Berkov I. Cohen Guy Gilboa 24 3 0 20 Dec 2023
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs Ilan Naiman N. Benjamin Erichson Pu Ren Lbnl Michael W. Mahoney ICSI Omri Azencot AI4TS 34 20 0 04 Oct 2023
Ensemble Mask Networks Jonny Luntzel 24 0 0 12 Sep 2023
A Generalization of Continuous Relaxation in Structured Pruning Brad Larson Bishal Upadhyaya Luke McDermott Siddha Ganju 18 0 0 28 Aug 2023
Multifactor Sequential Disentanglement via Structured Koopman Autoencoders Nimrod Berman Ilana D Naiman Omri Azencot CoGe 32 22 0 30 Mar 2023
Identifying Equivalent Training Dynamics William T. Redman J. M. Bello-Rivas M. Fonoberova Ryan Mohr Ioannis G. Kevrekidis Igor Mezić 27 3 0 17 Feb 2023
Koopman-based generalization bound: New aspect for full-rank weights Yuka Hashimoto Sho Sonoda Isao Ishikawa Atsushi Nitanda Taiji Suzuki 11 3 0 12 Feb 2023
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning Di Luo Jiayu Shen Rumen Dangovski Marin Soljacic 37 5 0 02 Nov 2022
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a Survey Paul Wimmer Jens Mehnert A. P. Condurache DD 34 20 0 17 May 2022
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,032 0 06 Mar 2020