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

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

10 December 2021
Saber Jafarpour
Matthew Abate
A. Davydov
Francesco Bullo
Samuel Coogan
    AAML
ArXiv (abs)PDFHTML

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

7 / 7 papers shown
Stochastic Sample Approximations of (Local) Moduli of Continuity
Stochastic Sample Approximations of (Local) Moduli of Continuity
Rodion Nazarov
Allen Gehret
Robert Shorten
Jakub Mareˇcek
139
0
0
18 Sep 2025
Robust Convolution Neural ODEs via Contractivity-promoting regularization
Robust Convolution Neural ODEs via Contractivity-promoting regularization
M. Zakwan
Liang Xu
Giancarlo Ferrari-Trecate
AAML
141
0
0
15 Aug 2025
Certified Robustness for Deep Equilibrium Models via Serialized Random
  Smoothing
Certified Robustness for Deep Equilibrium Models via Serialized Random SmoothingNeural Information Processing Systems (NeurIPS), 2024
Weizhi Gao
Zhichao Hou
Han Xu
Xiaorui Liu
AAML
264
1
0
01 Nov 2024
Improving Adversarial Robustness of DEQs with Explicit Regulations Along
  the Neural Dynamics
Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural DynamicsInternational Conference on Machine Learning (ICML), 2023
Zonghan Yang
Peng Li
Tianyu Pang
Yang Liu
AAML
203
3
0
02 Jun 2023
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models
A Closer Look at the Adversarial Robustness of Deep Equilibrium ModelsNeural Information Processing Systems (NeurIPS), 2023
Zonghan Yang
Tianyu Pang
Yang Liu
AAML
209
17
0
02 Jun 2023
Robust Training and Verification of Implicit Neural Networks: A
  Non-Euclidean Contractive Approach
Robust Training and Verification of Implicit Neural Networks: A Non-Euclidean Contractive Approach
Saber Jafarpour
A. Davydov
Matthew Abate
Francesco Bullo
Samuel Coogan
230
1
0
08 Aug 2022
Comparative Analysis of Interval Reachability for Robust Implicit and
  Feedforward Neural Networks
Comparative Analysis of Interval Reachability for Robust Implicit and Feedforward Neural NetworksIEEE Conference on Decision and Control (CDC), 2022
A. Davydov
Saber Jafarpour
Matthew Abate
Francesco Bullo
Samuel Coogan
139
3
0
01 Apr 2022
1
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