Stabilizing Equilibrium Models by Jacobian Regularization

Stabilizing Equilibrium Models by Jacobian Regularization

28 June 2021

J. Zico Kolter

Papers citing "Stabilizing Equilibrium Models by Jacobian Regularization"

16 / 16 papers shown

Title
Constructing artificial life and materials scientists with accelerated AI using Deep AndersoNN Saleem Al Dajani David Keyes AI4CE 39 0 0 29 Jul 2024
Solving Differential Equations using Physics-Informed Deep Equilibrium Models Bruno Machado Pacheco E. Camponogara 31 0 0 05 Jun 2024
Looped Transformers are Better at Learning Learning Algorithms Liu Yang Kangwook Lee Robert D. Nowak Dimitris Papailiopoulos 24 24 0 21 Nov 2023
TorchDEQ: A Library for Deep Equilibrium Models Zhengyang Geng J. Zico Kolter VLM 52 12 0 28 Oct 2023
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis Axel Laborieux Friedemann Zenke 10 6 0 05 Sep 2023
iMixer: hierarchical Hopfield network implies an invertible, implicit and iterative MLP-Mixer Toshihiro Ota Masato Taki 29 2 0 25 Apr 2023
Deep equilibrium models as estimators for continuous latent variables Russell Tsuchida Cheng Soon Ong 30 8 0 11 Nov 2022
Deep Equilibrium Approaches to Diffusion Models Ashwini Pokle Zhengyang Geng Zico Kolter DiffM 24 39 0 23 Oct 2022
On the optimization and generalization of overparameterized implicit neural networks Tianxiang Gao Hongyang Gao MLT AI4CE 19 3 0 30 Sep 2022
Stable Invariant Models via Koopman Spectra Takuya Konishi Yoshinobu Kawahara 17 3 0 15 Jul 2022
Object Representations as Fixed Points: Training Iterative Refinement Algorithms with Implicit Differentiation Michael Chang Thomas L. Griffiths Sergey Levine OCL 57 59 0 02 Jul 2022
Explainable AI via Learning to Optimize Howard Heaton Samy Wu Fung 24 14 0 29 Apr 2022
Deep Equilibrium Optical Flow Estimation Shaojie Bai Zhengyang Geng Yash Savani J. Zico Kolter 27 67 0 18 Apr 2022
LyaNet: A Lyapunov Framework for Training Neural ODEs I. D. Rodriguez Aaron D. Ames Yisong Yue 33 49 0 05 Feb 2022
On Training Implicit Models Zhengyang Geng Xinyu Zhang Shaojie Bai Yisen Wang Zhouchen Lin 59 69 0 09 Nov 2021
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,817 0 17 Sep 2019