AIセキュリティポータルbot

DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments

Authors: Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi | Published: 2020-04-12
TEE実装
プライバシー問題
計算効率

PrivEdge: From Local to Distributed Private Training and Prediction

Authors: Ali Shahin Shamsabadi, Adria Gascon, Hamed Haddadi, Andrea Cavallaro | Published: 2020-04-12
プライバシー保護手法
プライバシー問題
画像処理

Certifiable Robustness to Adversarial State Uncertainty in Deep Reinforcement Learning

Authors: Michael Everett, Bjorn Lutjens, Jonathan P. How | Published: 2020-04-11 | Updated: 2022-02-02
マルチエージェント強化学習
ロバスト性
深層学習

Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images

Authors: Younghwan Na, Jun Hee Kim, Kyungsu Lee, Juhum Park, Jae Youn Hwang, Jihwan P. Choi | Published: 2020-04-11 | Updated: 2020-04-29
セマンティック情報抽出
一般化性能
敵対的攻撃手法

Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey

Authors: Syeda Manjia Tahsien, Hadis Karimipour, Petros Spachos | Published: 2020-04-11
セキュリティ分析
攻撃の評価
攻撃検出

Adversarial Attacks on Machine Learning Cybersecurity Defences in Industrial Control Systems

Authors: Eirini Anthi, Lowri Williams, Matilda Rhode, Pete Burnap, Adam Wedgbury | Published: 2020-04-10
攻撃の評価
攻撃検出
防御手法

Towards Federated Learning With Byzantine-Robust Client Weighting

Authors: Amit Portnoy, Yoav Tirosh, Danny Hendler | Published: 2020-04-10 | Updated: 2021-05-18
ポイズニング
ロバスト性向上手法
最適化問題

Luring of transferable adversarial perturbations in the black-box paradigm

Authors: Rémi Bernhard, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2020-04-10 | Updated: 2021-03-03
堅牢性向上手法
攻撃の評価
敵対的サンプル

Blind Adversarial Pruning: Balance Accuracy, Efficiency and Robustness

Authors: Haidong Xie, Lixin Qian, Xueshuang Xiang, Naijin Liu | Published: 2020-04-10
プルーニング手法
ロバスト性
実験的検証

Blind Adversarial Training: Balance Accuracy and Robustness

Authors: Haidong Xie, Xueshuang Xiang, Naijin Liu, Bin Dong | Published: 2020-04-10
ロバスト性
敵対的学習
適応型敵対的訓練