Assessing Robustness of Machine Learning Models using Covariate Perturbations
Authors: Arun Prakash R, Anwesha Bhattacharyya, Joel Vaughan, Vijayan N. Nair | Published: 2024-08-02
Stability of Predictions
The Lipschitz-Variance-Margin Tradeoff for Enhanced Randomized Smoothing
Authors: Blaise Delattre, Alexandre Araujo, Quentin Barthélemy, Alexandre Allauzen | Published: 2023-09-28 | Updated: 2024-03-18
LCCDE: A Decision-Based Ensemble Framework for Intrusion Detection in The Internet of Vehicles
Authors: Li Yang, Abdallah Shami, Gary Stevens, Stephen De Rusett | Published: 2022-08-05 | Updated: 2022-09-01
Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations
Authors: Jinyuan Jia, Binghui Wang, Xiaoyu Cao, Hongbin Liu, Neil Zhenqiang Gong | Published: 2020-11-15 | Updated: 2022-06-03