Federated Unlearning: How to Efficiently Erase a Client in FL?
Authors: Anisa Halimi, Swanand Kadhe, Ambrish Rawat, Nathalie Baracaldo | Published: 2022-07-12 | Updated: 2023-10-20
モデル性能評価
Reducing the Cost of Training Security Classifier (via Optimized Semi-Supervised Learning)
Authors: Rui Shu, Tianpei Xia, Huy Tu, Laurie Williams, Tim Menzies | Published: 2022-05-02
Mobile authentication of copy detection patterns
Authors: Olga Taran, Joakim Tutt, Taras Holotyak, Roman Chaban, Slavi Bonev, Slava Voloshynovskiy | Published: 2022-03-04 | Updated: 2022-05-18
Principles for Evaluation of AI/ML Model Performance and Robustness
Authors: Olivia Brown, Andrew Curtis, Justin Goodwin | Published: 2021-07-06
A Low-Cost Machine Learning Based Network Intrusion Detection System with Data Privacy Preservation
Authors: Jyoti Fakirah, Lauhim Mahfuz Zishan, Roshni Mooruth, Michael N. Johnstone, Wencheng Yang | Published: 2021-07-06
Machine Learning for Network-based Intrusion Detection Systems: an Analysis of the CIDDS-001 Dataset
Authors: José Carneiro, Nuno Oliveira, Norberto Sousa, Eva Maia, Isabel Praça | Published: 2021-07-02
Extending Isolation Forest for Anomaly Detection in Big Data via K-Means
Authors: Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu | Published: 2021-04-27
Property Inference Attacks on Convolutional Neural Networks: Influence and Implications of Target Model’s Complexity
Authors: Mathias P. M. Parisot, Balazs Pejo, Dayana Spagnuelo | Published: 2021-04-27
Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling
Authors: Md Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh | Published: 2021-03-11
BODAME: Bilevel Optimization for Defense Against Model Extraction
Authors: Yuto Mori, Atsushi Nitanda, Akiko Takeda | Published: 2021-03-11