文献データベース

Timely Detection and Mitigation of Stealthy DDoS Attacks via IoT Networks

Authors: Keval Doshi, Yasin Yilmaz, Suleyman Uludag | Published: 2020-06-15
DDoS攻撃
IoTセキュリティ
侵入検知システム

Sparsity Turns Adversarial: Energy and Latency Attacks on Deep Neural Networks

Authors: Sarada Krithivasan, Sanchari Sen, Anand Raghunathan | Published: 2020-06-14 | Updated: 2020-09-14
スパース性最適化
敵対的サンプル
敵対的攻撃

Fairness Under Feature Exemptions: Counterfactual and Observational Measures

Authors: Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel, Anupam Datta, Pulkit Grover | Published: 2020-06-14 | Updated: 2021-08-06
差別的でないアルゴリズムの限界
特徴の相互依存性
観察的公平性の測定

On the transferability of adversarial examples between convex and 01 loss models

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-06-14 | Updated: 2020-07-29
アルゴリズム設計
敵対的サンプル
敵対的訓練

PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks

Authors: Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, Vikas Verma, Sarath Chandar | Published: 2020-06-14 | Updated: 2023-01-07
PatchUp手法
アルゴリズム設計
ブロックレベル正則化

Defending SVMs against Poisoning Attacks: the Hardness and DBSCAN Approach

Authors: Hu Ding, Fan Yang, Jiawei Huang | Published: 2020-06-14 | Updated: 2021-02-20
アルゴリズム
ポイズニング
機械学習の基礎

Defensive Approximation: Securing CNNs using Approximate Computing

Authors: Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh | Published: 2020-06-13 | Updated: 2021-07-29
敵対的サンプル
敵対的攻撃検出
近似計算

Rethinking Clustering for Robustness

Authors: Motasem Alfarra, Juan C. Pérez, Adel Bibi, Ali Thabet, Pablo Arbeláez, Bernard Ghanem | Published: 2020-06-13 | Updated: 2021-11-19
学習の改善
将来の研究
機械学習の基礎

Adversarial Self-Supervised Contrastive Learning

Authors: Minseon Kim, Jihoon Tack, Sung Ju Hwang | Published: 2020-06-13 | Updated: 2020-10-26
パフォーマンス評価
ポイズニング
敵対的攻撃検出

Leakage of Dataset Properties in Multi-Party Machine Learning

Authors: Wanrong Zhang, Shruti Tople, Olga Ohrimenko | Published: 2020-06-12 | Updated: 2021-06-17
プライバシー損失分析
メンバーシップ推論
攻撃タイプ