Literature Database

PPaaS: Privacy Preservation as a Service

Authors: Pathum Chamikara Mahawaga Arachchige, Peter Bertok, Ibrahim Khalil, Dongxi Liu, Seyit Camtepe | Published: 2020-07-04 | Updated: 2021-04-21
Data Sanitization in PPaaS
Data Obfuscation
Privacy Assessment

Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning

Authors: Anis Elgabli, Jihong Park, Chaouki Ben Issaid, Mehdi Bennis | Published: 2020-07-03 | Updated: 2020-11-17
Algorithm Design
Energy Efficiency
Privacy Protection in Machine Learning

Trace-Norm Adversarial Examples

Authors: Ehsan Kazemi, Thomas Kerdreux, Liqiang Wang | Published: 2020-07-02
Algorithm Design
Adversarial Attack Detection
Defense Mechanism

Deep Learning Defenses Against Adversarial Examples for Dynamic Risk Assessment

Authors: Xabier Echeberria-Barrio, Amaia Gil-Lerchundi, Ines Goicoechea-Telleria, Raul Orduna-Urrutia | Published: 2020-07-02
Adversarial Example
Adversarial Attack Methods
Defense Mechanism

Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy

Authors: Nuria Rodríguez-Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, M. Victoria Luzón, Miguel Ángel Veganzones, Francisco Herrera | Published: 2020-07-02 | Updated: 2020-10-06
Privacy Management
Machine Learning
Federated Learning

Robust and Accurate Authorship Attribution via Program Normalization

Authors: Yizhen Wang, Mohannad Alhanahnah, Ke Wang, Mihai Christodorescu, Somesh Jha | Published: 2020-07-01 | Updated: 2022-02-25
Membership Inference
Robustness
Adversarial attack

Opportunities and Challenges in Deep Learning Adversarial Robustness: A Survey

Authors: Samuel Henrique Silva, Peyman Najafirad | Published: 2020-07-01 | Updated: 2020-07-03
Poisoning
Adversarial Example
Adversarial attack

Multi-Task Variational Information Bottleneck

Authors: Weizhu Qian, Bowei Chen, Yichao Zhang, Guanghui Wen, Franck Gechter | Published: 2020-07-01 | Updated: 2021-03-01
Algorithm Design
Generalization Performance
Machine Learning Method

A Le Cam Type Bound for Adversarial Learning and Applications

Authors: Qiuling Xu, Kevin Bello, Jean Honorio | Published: 2020-07-01 | Updated: 2021-02-10
Adversarial Example
Adversarial attack
Machine Learning Method

Adversarial Deep Ensemble: Evasion Attacks and Defenses for Malware Detection

Authors: Deqiang Li, Qianmu Li | Published: 2020-06-30
Poisoning
Malware Evolution
Adversarial attack