Continuous Linear Function

Parameter identifiability of a deep feedforward ReLU neural network

Authors: Joachim Bona-Pellissier, François Bachoc, François Malgouyres | Published: 2021-12-24 | Updated: 2023-05-12
Parameter Identification
Convergence Guarantee
Continuous Linear Function

Certified Robustness to Label-Flipping Attacks via Randomized Smoothing

Authors: Elan Rosenfeld, Ezra Winston, Pradeep Ravikumar, J. Zico Kolter | Published: 2020-02-07 | Updated: 2020-08-11
Poisoning
Robustness Improvement Method
Continuous Linear Function

Regularization Helps with Mitigating Poisoning Attacks: Distributionally-Robust Machine Learning Using the Wasserstein Distance

Authors: Farhad Farokhi | Published: 2020-01-29
Robustness Improvement Method
Content Specialized for Toxicity Attacks
Continuous Linear Function

Adversarial VC-dimension and Sample Complexity of Neural Networks

Authors: Zetong Qi, T. J. Wilder | Published: 2019-12-18
Robustness
Adversarial Spectrum Attack Detection
Continuous Linear Function

Fastened CROWN: Tightened Neural Network Robustness Certificates

Authors: Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel | Published: 2019-12-02
Performance Evaluation
Deep Learning
Continuous Linear Function