AIセキュリティポータルbot

Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization

Authors: Prashnna Kumar Gyawali, Sandesh Ghimire, Linwei Wang | Published: 2020-09-23
Robustness
Adversarial Example
Generative Model

Detection of Iterative Adversarial Attacks via Counter Attack

Authors: Matthias Rottmann, Kira Maag, Mathis Peyron, Natasa Krejic, Hanno Gottschalk | Published: 2020-09-23 | Updated: 2021-03-23
Robustness
Information Security
Selection and Evaluation of Optimization Algorithms

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Authors: Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, Kannan Ramchandran | Published: 2020-09-23
Privacy Enhancing Technology
Information Security
Communication Efficiency

Semantics-Preserving Adversarial Training

Authors: Wonseok Lee, Hanbit Lee, Sang-goo Lee | Published: 2020-09-23
Poisoning
Robustness
Generative Model

Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks

Authors: Boyuan Feng, Yuke Wang, Zheng Wang, Yufei Ding | Published: 2020-09-22
Bayesian Adversarial Learning
Robustness
Attention Mechanism

Scalable Adversarial Attack on Graph Neural Networks with Alternating Direction Method of Multipliers

Authors: Boyuan Feng, Yuke Wang, Xu Li, Yufei Ding | Published: 2020-09-22
Memory Evaluation
Factors of Performance Degradation
Optimization Problem

Crafting Adversarial Examples for Deep Learning Based Prognostics (Extended Version)

Authors: Gautam Raj Mode, Khaza Anuarul Hoque | Published: 2020-09-21 | Updated: 2020-09-28
Poisoning
Adversarial Training
Vulnerability Management

Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing

Authors: Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao | Published: 2020-09-21 | Updated: 2021-05-26
Watermarking
Robustness
Quantum Machine Learning

Feature Distillation With Guided Adversarial Contrastive Learning

Authors: Tao Bai, Jinnan Chen, Jun Zhao, Bihan Wen, Xudong Jiang, Alex Kot | Published: 2020-09-21
Watermarking
Adversarial Example
Adversarial Training

DeepDyve: Dynamic Verification for Deep Neural Networks

Authors: Yu Li, Min Li, Bo Luo, Ye Tian, Qiang Xu | Published: 2020-09-21 | Updated: 2020-10-16
Risk Assessment
Factors of Performance Degradation
Optimization Problem