Global Convergence of Over-parameterized Deep Equilibrium Models

27 May 2022

Papers citing "Global Convergence of Over-parameterized Deep Equilibrium Models"

7 / 7 papers shown

Title
IGNN-Solver: A Graph Neural Solver for Implicit Graph Neural Networks Junchao Lin Zenan Ling Zhanbo Feng Feng Zhou Jingwen Xu Feng Zhou Tianqi Hou Zhenyu Liao Robert C. Qiu GNN AI4CE 48 0 0 11 Oct 2024
On the Equivalence between Implicit and Explicit Neural Networks: A High-dimensional Viewpoint Zenan Ling Zhenyu Liao Robert C. Qiu 30 0 0 31 Aug 2023
Global Convergence Rate of Deep Equilibrium Models with General Activations Lan V. Truong 37 2 0 11 Feb 2023
Deep Equilibrium Approaches to Diffusion Models Ashwini Pokle Zhengyang Geng Zico Kolter DiffM 22 39 0 23 Oct 2022
Gradient Descent Optimizes Infinite-Depth ReLU Implicit Networks with Linear Widths Tianxiang Gao Hongyang Gao MLT 35 5 0 16 May 2022
On the Provable Generalization of Recurrent Neural Networks Lifu Wang Bo Shen Bo Hu Xing Cao 31 8 0 29 Sep 2021
On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths Quynh N. Nguyen 31 49 0 24 Jan 2021