アルゴリズム

DeepRobust: A PyTorch Library for Adversarial Attacks and Defenses

Authors: Yaxin Li, Wei Jin, Han Xu, Jiliang Tang | Published: 2020-05-13
アルゴリズム
グラフ機械学習の説明可能性
防御効果分析

Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks

Authors: Jie Peng, Weiyu Li, Qing Ling | Published: 2020-05-12 | Updated: 2020-12-18
アルゴリズム
ロバスト性評価
性能低下の要因

Spanning Attack: Reinforce Black-box Attacks with Unlabeled Data

Authors: Lu Wang, Huan Zhang, Jinfeng Yi, Cho-Jui Hsieh, Yuan Jiang | Published: 2020-05-11 | Updated: 2020-11-10
アルゴリズム
攻撃検出
敵対的訓練

Cloud-based Federated Boosting for Mobile Crowdsensing

Authors: Zhuzhu Wang, Yilong Yang, Yang Liu, Ximeng Liu, Brij B. Gupta, Jianfeng Ma | Published: 2020-05-09
アルゴリズム
暗号学
連合学習システム

Provable Training of a ReLU Gate with an Iterative Non-Gradient Algorithm

Authors: Sayar Karmakar, Anirbit Mukherjee | Published: 2020-05-08 | Updated: 2022-04-01
アルゴリズム
安定性評価
感謝の意

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

Insider Threat Detection Based on Stress Recognition Using Keystroke Dynamics

Authors: Azamat Sultanov, Konstantin Kogos | Published: 2020-05-06
アルゴリズム
機械学習の役割
評価指標

Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder

Authors: Guanlin Li, Shuya Ding, Jun Luo, Chang Liu | Published: 2020-05-06
アルゴリズム
ロバスト性向上手法
敵対的攻撃検出

Depth-2 Neural Networks Under a Data-Poisoning Attack

Authors: Sayar Karmakar, Anirbit Mukherjee, Theodore Papamarkou | Published: 2020-05-04 | Updated: 2022-06-29
アルゴリズム
ポイズニング
評価指標

Differentially Private Collaborative Intrusion Detection Systems For VANETs

Authors: Tao Zhang, Quanyan Zhu | Published: 2020-05-02
アルゴリズム
プライバシー分析
プライバシー評価