AIセキュリティポータルbot

Learning to Disentangle Robust and Vulnerable Features for Adversarial Detection

Authors: Byunggill Joe, Sung Ju Hwang, Insik Shin | Published: 2019-09-10
敵対的サンプル
敵対的サンプルの検知
敵対的訓練

BOSH: An Efficient Meta Algorithm for Decision-based Attacks

Authors: Zhenxin Xiao, Puyudi Yang, Yuchen Jiang, Kai-Wei Chang, Cho-Jui Hsieh | Published: 2019-09-10 | Updated: 2019-10-14
敵対的サンプル
敵対的サンプルの検知
敵対的訓練

Adversarial Robustness Against the Union of Multiple Perturbation Models

Authors: Pratyush Maini, Eric Wong, J. Zico Kolter | Published: 2019-09-09 | Updated: 2020-07-28
学習タスクの効率的な解決
学習の改善
敵対的訓練

GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models

Authors: Dingfan Chen, Ning Yu, Yang Zhang, Mario Fritz | Published: 2019-09-09 | Updated: 2020-11-23
メンバーシップ推論
差分プライバシー
攻撃シナリオ分析

Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Authors: Yaqin Zhou, Shangqing Liu, Jingkai Siow, Xiaoning Du, Yang Liu | Published: 2019-09-08
グラフ構築
データ駆動型脆弱性評価
機械学習

When Explainability Meets Adversarial Learning: Detecting Adversarial Examples using SHAP Signatures

Authors: Gil Fidel, Ron Bitton, Asaf Shabtai | Published: 2019-09-08
ポイズニング
敵対的サンプル
敵対的サンプルの検知

On the Need for Topology-Aware Generative Models for Manifold-Based Defenses

Authors: Uyeong Jang, Susmit Jha, Somesh Jha | Published: 2019-09-07 | Updated: 2020-02-17
トポロジー解析
敵対的サンプル
機械学習

Distributed creation of Machine learning agents for Blockchain analysis

Authors: Zvezdin Besarabov, Todor Kolev | Published: 2019-09-06
インセンティブメカニズム
ブロックチェーンとFLの統合
機械学習

Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information

Authors: Yiren Zhao, Ilia Shumailov, Han Cui, Xitong Gao, Robert Mullins, Ross Anderson | Published: 2019-09-06 | Updated: 2019-11-21
学習タスクの効率的な解決
攻撃パターン抽出
敵対的訓練

Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents

Authors: Xian Yeow Lee, Sambit Ghadai, Kai Liang Tan, Chinmay Hegde, Soumik Sarkar | Published: 2019-09-05 | Updated: 2019-11-19
ポイズニング
攻撃パターン抽出
敵対的訓練