評価指標

On the impossibility of non-trivial accuracy under fairness constraints

Authors: Carlos Pinzón, Catuscia Palamidessi, Pablo Piantanida, Frank Valencia | Published: 2021-07-14 | Updated: 2021-11-23
データプライバシー評価
モデルの設計や精度
評価指標

ESCORT: Ethereum Smart COntRacTs Vulnerability Detection using Deep Neural Network and Transfer Learning

Authors: Oliver Lutz, Huili Chen, Hossein Fereidooni, Christoph Sendner, Alexandra Dmitrienko, Ahmad Reza Sadeghi, Farinaz Koushanfar | Published: 2021-03-23
多出力モデル
脆弱性検出
評価指標

Utilising Flow Aggregation to Classify Benign Imitating Attacks

Authors: Hanan Hindy, Robert Atkinson, Christos Tachtatzis, Ethan Bayne, Miroslav Bures, Xavier Bellekens | Published: 2021-03-06
フロー集約手法
攻撃検出
評価指標

Differentially Private ADMM Algorithms for Machine Learning

Authors: Tao Xu, Fanhua Shang, Yuanyuan Liu, Hongying Liu, Longjie Shen, Maoguo Gong | Published: 2020-10-31
DP-SGD
機械学習技術
評価指標

Investigating Membership Inference Attacks under Data Dependencies

Authors: Thomas Humphries, Simon Oya, Lindsey Tulloch, Matthew Rafuse, Ian Goldberg, Urs Hengartner, Florian Kerschbaum | Published: 2020-10-23 | Updated: 2023-06-14
プロパティ推論攻撃
メンバーシップ開示リスク
評価指標

On Primes, Log-Loss Scores and (No) Privacy

Authors: Abhinav Aggarwal, Zekun Xu, Oluwaseyi Feyisetan, Nathanael Teissier | Published: 2020-09-17
メンバーシップ推論
機械学習
評価指標

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

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

Learning the Associations of MITRE ATT&CK Adversarial Techniques

Authors: Rawan Al-Shaer, Jonathan M. Spring, Eliana Christou | Published: 2020-04-16 | Updated: 2020-05-12
クラスタリング手法
攻撃パターン抽出
評価指標

Privacy Enhanced Multimodal Neural Representations for Emotion Recognition

Authors: Mimansa Jaiswal, Emily Mower Provost | Published: 2019-10-29
プライバシー管理
攻撃手法
評価指標