EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling
Authors: Mitch Hill, Jonathan Mitchell, Chu Chen, Yuan Du, Mubarak Shah, Song-Chun Zhu | Published: 2022-05-24
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Process Mining Algorithm for Online Intrusion Detection System
Authors: Yinzheng Zhong, John Y. Goulermas, Alexei Lisitsa | Published: 2022-05-24
PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning
Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing
Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Robust Quantity-Aware Aggregation for Federated Learning
Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification
Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
Getting a-Round Guarantees: Floating-Point Attacks on Certified Robustness
Authors: Jiankai Jin, Olga Ohrimenko, Benjamin I. P. Rubinstein | Published: 2022-05-20 | Updated: 2024-09-09
SafeNet: The Unreasonable Effectiveness of Ensembles in Private Collaborative Learning
Authors: Harsh Chaudhari, Matthew Jagielski, Alina Oprea | Published: 2022-05-20 | Updated: 2022-09-08
Focused Adversarial Attacks
Authors: Thomas Cilloni, Charles Walter, Charles Fleming | Published: 2022-05-19
Differential Privacy: What is all the noise about?
Authors: Roxana Danger | Published: 2022-05-19