Gradient-based Data Subversion Attack Against Binary Classifiers
Authors: Rosni K Vasu, Sanjay Seetharaman, Shubham Malaviya, Manish Shukla, Sachin Lodha | Published: 2021-05-31
Optimization Methods
DeepMoM: Robust Deep Learning With Median-of-Means
Authors: Shih-Ting Huang, Johannes Lederer | Published: 2021-05-28 | Updated: 2021-11-08
Regularization Can Help Mitigate Poisoning Attacks… with the Right Hyperparameters
Authors: Javier Carnerero-Cano, Luis Muñoz-González, Phillippa Spencer, Emil C. Lupu | Published: 2021-05-23
Privacy Amplification Via Bernoulli Sampling
Authors: Jacob Imola, Kamalika Chaudhuri | Published: 2021-05-21 | Updated: 2021-10-18
GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks
Authors: Qiao Zhang, Chunsheng Xin, Hongyi Wu | Published: 2021-05-05
Statistical inference for individual fairness
Authors: Subha Maity, Songkai Xue, Mikhail Yurochkin, Yuekai Sun | Published: 2021-03-30
Enabling Homomorphically Encrypted Inference for Large DNN Models
Authors: Guillermo Lloret-Talavera, Marc Jorda, Harald Servat, Fabian Boemer, Chetan Chauhan, Shigeki Tomishima, Nilesh N. Shah, Antonio J. Peña | Published: 2021-03-30 | Updated: 2021-04-29
Graph Unlearning
Authors: Min Chen, Zhikun Zhang, Tianhao Wang, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2021-03-27 | Updated: 2022-09-16
Adversarial Attacks on Deep Learning Based mmWave Beam Prediction in 5G and Beyond
Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Sennur Ulukus | Published: 2021-03-25
Black-box Detection of Backdoor Attacks with Limited Information and Data
Authors: Yinpeng Dong, Xiao Yang, Zhijie Deng, Tianyu Pang, Zihao Xiao, Hang Su, Jun Zhu | Published: 2021-03-24