性能評価

A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection

Authors: Dominik Kus, Eric Wagner, Jan Pennekamp, Konrad Wolsing, Ina Berenice Fink, Markus Dahlmanns, Klaus Wehrle, Martin Henze | Published: 2022-05-18
メンバーシップ推論
性能評価
攻撃検出

Backdoor Attacks on Bayesian Neural Networks using Reverse Distribution

Authors: Zhixin Pan, Prabhat Mishra | Published: 2022-05-18
DFLに対する攻撃手法
バックドア攻撃
性能評価

SoK: The Impact of Unlabelled Data in Cyberthreat Detection

Authors: Giovanni Apruzzese, Pavel Laskov, Aliya Tastemirova | Published: 2022-05-18
データセット評価
メンバーシップ推論
性能評価

Lessons Learned: Defending Against Property Inference Attacks

Authors: Joshua Stock, Jens Wettlaufer, Daniel Demmler, Hannes Federrath | Published: 2022-05-18 | Updated: 2023-10-09
データ前処理
メンバーシップ推論
性能評価

Evaluation of a User Authentication Schema Using Behavioral Biometrics and Machine Learning

Authors: Laura Pryor, Jacob Mallet, Rushit Dave, Naeem Seliya, Mounika Vanamala, Evelyn Sowells Boone | Published: 2022-05-07
ユーザー体験評価
ランダムフォレスト
性能評価

Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Authors: Yuntao Bai, Andy Jones, Kamal Ndousse, Amanda Askell, Anna Chen, Nova DasSarma, Dawn Drain, Stanislav Fort, Deep Ganguli, Tom Henighan, Nicholas Joseph, Saurav Kadavath, Jackson Kernion, Tom Conerly, Sheer El-Showk, Nelson Elhage, Zac Hatfield-Dodds, Danny Hernandez, Tristan Hume, Scott Johnston, Shauna Kravec, Liane Lovitt, Neel Nanda, Catherine Olsson, Dario Amodei, Tom Brown, Jack Clark, Sam McCandlish, Chris Olah, Ben Mann, Jared Kaplan | Published: 2022-04-12
アライメント
強化学習最適化
性能評価

Generating Practical Adversarial Network Traffic Flows Using NIDSGAN

Authors: Bolor-Erdene Zolbayar, Ryan Sheatsley, Patrick McDaniel, Michael J. Weisman, Sencun Zhu, Shitong Zhu, Srikanth Krishnamurthy | Published: 2022-03-13
アクティブラーニング
ネットワーク脅威検出
性能評価

Training language models to follow instructions with human feedback

Authors: Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe | Published: 2022-03-04
アライメント
ユーザー行動分析
性能評価

ICSML: Industrial Control Systems ML Framework for native inference using IEC 61131-3 code

Authors: Constantine Doumanidis, Prashant Hari Narayan Rajput, Michail Maniatakos | Published: 2022-02-21 | Updated: 2023-04-21
PLCプログラミング
性能評価
機械学習フレームワーク

Vulnerability Analysis of the Android Kernel

Authors: Joseph R. Barr, Peter Shaw, Tyler Thatcher | Published: 2021-12-20
メンバーシップ推論
性能評価
脆弱性予測