文献データベース

Distributional Robustness with IPMs and links to Regularization and GANs

Authors: Hisham Husain | Published: 2020-06-08
機械学習の基礎
生成モデルの課題
統計的手法

AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference

Authors: Qian Lou, Song Bian, Lei Jiang | Published: 2020-06-07 | Updated: 2020-10-15
パフォーマンス評価
プライバシー評価
暗号化手法

A Multi-step and Resilient Predictive Q-learning Algorithm for IoT with Human Operators in the Loop: A Case Study in Water Supply Networks

Authors: Maria Grammatopoulou, Aris Kanellopoulos, Kyriakos G. ~Vamvoudakis, Nathan Lau | Published: 2020-06-06
アルゴリズム
リスク管理
学習の改善

Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers

Authors: Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli | Published: 2020-06-06 | Updated: 2021-12-29
学習の改善
敵対的攻撃検出
生成モデルの課題

Sponge Examples: Energy-Latency Attacks on Neural Networks

Authors: Ilia Shumailov, Yiren Zhao, Daniel Bates, Nicolas Papernot, Robert Mullins, Ross Anderson | Published: 2020-06-05 | Updated: 2021-05-12
エネルギー管理
ポイズニング
メンバーシップ推論

mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks

Authors: Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen | Published: 2020-06-05 | Updated: 2022-05-08
アルゴリズム
攻撃タイプ
敵対的攻撃検出

Towards Understanding Fast Adversarial Training

Authors: Bai Li, Shiqi Wang, Suman Jana, Lawrence Carin | Published: 2020-06-04
学習の改善
敵対的サンプル
敵対的攻撃検出

Characterizing the Weight Space for Different Learning Models

Authors: Saurav Musunuru, Jay N. Paranjape, Rahul Kumar Dubey, Vijendran G. Venkoparao | Published: 2020-06-04
アルゴリズム
敵対的攻撃検出
機械学習の基礎

Detecting Audio Attacks on ASR Systems with Dropout Uncertainty

Authors: Tejas Jayashankar, Jonathan Le Roux, Pierre Moulin | Published: 2020-06-02 | Updated: 2020-09-15
攻撃タイプ
敵対的攻撃検出
音声アシスタントの誤作動

SearchFromFree: Adversarial Measurements for Machine Learning-based Energy Theft Detection

Authors: Jiangnan Li, Yingyuan Yang, Jinyuan Stella Sun | Published: 2020-06-02 | Updated: 2020-08-30
アルゴリズム
エネルギー管理
敵対的攻撃検出