Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach

10 December 2021

Papers citing "Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach"

5 / 5 papers shown

Title
Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing Weizhi Gao Zhichao Hou Han Xu Xiaorui Liu AAML 70 0 0 01 Nov 2024
Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural Dynamics Zonghan Yang Peng Li Tianyu Pang Yang Liu AAML 73 3 0 02 Jun 2023
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models Zonghan Yang Tianyu Pang Yang Liu AAML 67 14 0 02 Jun 2023
Robust Training and Verification of Implicit Neural Networks: A Non-Euclidean Contractive Approach Saber Jafarpour A. Davydov Matthew Abate Francesco Bullo Samuel Coogan 62 1 0 08 Aug 2022
Comparative Analysis of Interval Reachability for Robust Implicit and Feedforward Neural Networks A. Davydov Saber Jafarpour Matthew Abate Francesco Bullo Samuel Coogan 34 3 0 01 Apr 2022