AIセキュリティポータルbot

Constructing a provably adversarially-robust classifier from a high accuracy one

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2019-12-16
Robustness
Fundamentals of Machine Learning
Statistical Analysis

DAmageNet: A Universal Adversarial Dataset

Authors: Sizhe Chen, Xiaolin Huang, Zhengbao He, Chengjin Sun | Published: 2019-12-16
Data Generation
Robustness
Deep Learning Method

Pseudo Random Number Generation: a Reinforcement Learning approach

Authors: Luca Pasqualini, Maurizio Parton | Published: 2019-12-15
Data Generation
Reward Mechanism Design
Deep Reinforcement Learning

Artificial Intelligence Techniques for Security Vulnerability Prevention

Authors: Steve Kommrusch | Published: 2019-12-14
Machine Learning Technology
Vulnerability Assessment Method
Automated Vulnerability Remediation

Private Federated Learning with Domain Adaptation

Authors: Daniel Peterson, Pallika Kanani, Virendra J. Marathe | Published: 2019-12-13
Privacy Protection
Performance Evaluation Metrics
Machine Learning Technology

Potential adversarial samples for white-box attacks

Authors: Amir Nazemi, Paul Fieguth | Published: 2019-12-13
Robustness
Adversarial Spectrum Attack Detection
Deep Learning Method

Detecting and Correcting Adversarial Images Using Image Processing Operations

Authors: Huy H. Nguyen, Minoru Kuribayashi, Junichi Yamagishi, Isao Echizen | Published: 2019-12-11 | Updated: 2019-12-30
Adversarial Spectrum Attack Detection
Deep Learning Method
Watermarking Technology

Advances and Open Problems in Federated Learning

Authors: Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Hubert Eichner, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao | Published: 2019-12-10 | Updated: 2021-03-09
Secure Aggregation
Privacy Protection
Poisoning

Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing

Authors: Anudit Nagar | Published: 2019-12-10
Privacy Protection
Blockchain Technology
Model Communication

Deep Learning Based Android Malware Detection Framework

Authors: Soumya Sourav, Devashish Khulbe, Naman Kapoor | Published: 2019-12-10
Security label
Malicious Website Detection
Deep Learning