First to Possess His Statistics: Data-Free Model Extraction Attack on Tabular Data
Authors: Masataka Tasumi, Kazuki Iwahana, Naoto Yanai, Katsunari Shishido, Toshiya Shimizu, Yuji Higuchi, Ikuya Morikawa, Jun Yajima | Published: 2021-09-30
Performance Evaluation
Fairness-Driven Private Collaborative Machine Learning
Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
Unrolling SGD: Understanding Factors Influencing Machine Unlearning
Authors: Anvith Thudi, Gabriel Deza, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-09-27 | Updated: 2022-03-02
Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers
Authors: Ruidi Chen, Boran Hao, Ioannis Paschalidis | Published: 2021-09-27 | Updated: 2023-03-25
MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers
Authors: Antoine Boutet, Thomas Lebrun, Jan Aalmoes, Adrien Baud | Published: 2021-09-26
Opacus: User-Friendly Differential Privacy Library in PyTorch
Authors: Ashkan Yousefpour, Igor Shilov, Alexandre Sablayrolles, Davide Testuggine, Karthik Prasad, Mani Malek, John Nguyen, Sayan Ghosh, Akash Bharadwaj, Jessica Zhao, Graham Cormode, Ilya Mironov | Published: 2021-09-25 | Updated: 2022-08-22
POSSE: Patterns of Systems During Software Encryption
Authors: David Noever, Samantha Miller Noever | Published: 2021-09-24
Interpretability in Safety-Critical FinancialTrading Systems
Authors: Gabriel Deza, Adelin Travers, Colin Rowat, Nicolas Papernot | Published: 2021-09-24
The More, the Better? A Study on Collaborative Machine Learning for DGA Detection
Authors: Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer | Published: 2021-09-24
A Novel Open Set Energy-based Flow Classifier for Network Intrusion Detection
Authors: Manuela M. C. Souza, Camila Pontes, Joao Gondim, Luis P. F. Garcia, Luiz DaSilva, Marcelo A. Marotta | Published: 2021-09-23 | Updated: 2022-04-26