最適化手法

Provably Robust Metric Learning

Authors: Lu Wang, Xuanqing Liu, Jinfeng Yi, Yuan Jiang, Cho-Jui Hsieh | Published: 2020-06-12 | Updated: 2020-12-19
アルゴリズム
敵対的攻撃検出
最適化手法

Identifying Vulnerabilities of Industrial Control Systems using Evolutionary Multiobjective Optimisation

Authors: Nilufer Tuptuk, Stephen Hailes | Published: 2020-05-27
アルゴリズム
攻撃の評価
最適化手法

MAZE: Data-Free Model Stealing Attack Using Zeroth-Order Gradient Estimation

Authors: Sanjay Kariyappa, Atul Prakash, Moinuddin Qureshi | Published: 2020-05-06 | Updated: 2022-10-28
アルゴリズム
攻撃手法
最適化手法

Local Differential Privacy based Federated Learning for Internet of Things

Authors: Yang Zhao, Jun Zhao, Mengmeng Yang, Teng Wang, Ning Wang, Lingjuan Lyu, Dusit Niyato, Kwok-Yan Lam | Published: 2020-04-19 | Updated: 2020-12-22
プライバシー保護技術
最適化手法
機械学習

Poisoning Attacks on Algorithmic Fairness

Authors: David Solans, Battista Biggio, Carlos Castillo | Published: 2020-04-15 | Updated: 2020-06-26
アルゴリズムの公平性
ポイズニング
最適化手法

Hidden Cost of Randomized Smoothing

Authors: Jeet Mohapatra, Ching-Yun Ko, Tsui-Wei, Weng, Sijia Liu, Pin-Yu Chen, Luca Daniel | Published: 2020-03-02 | Updated: 2021-03-12
ロバスト性評価
最適化手法
脆弱性分析

Bayesian Neural Networks With Maximum Mean Discrepancy Regularization

Authors: Jary Pomponi, Simone Scardapane, Aurelio Uncini | Published: 2020-03-02 | Updated: 2020-09-30
トレーニング手法
不確実性測定
最適化手法

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius

Authors: Runtian Zhai, Chen Dan, Di He, Huan Zhang, Boqing Gong, Pradeep Ravikumar, Cho-Jui Hsieh, Liwei Wang | Published: 2020-01-08 | Updated: 2022-03-14
ロバスト性に関する評価
最適化手法
深層学習

Toward Optimal Adversarial Policies in the Multiplicative Learning System with a Malicious Expert

Authors: S. Rasoul Etesami, Negar Kiyavash, Vincent Leon, H. Vincent Poor | Published: 2020-01-02 | Updated: 2020-09-18
敵対的学習
最適化手法
統計的手法

Deep Learning-Based Intrusion Detection System for Advanced Metering Infrastructure

Authors: Zakaria El Mrabet, Mehdi Ezzari, Hassan Elghazi, Badr Abou El Majd | Published: 2019-12-31
最適化手法
深層学習
自動化された侵入検知システム