機械学習技術

In-Context Unlearning: Language Models as Few Shot Unlearners

Authors: Martin Pawelczyk, Seth Neel, Himabindu Lakkaraju | Published: 2023-10-11 | Updated: 2024-06-06
データ漏洩
性能評価
機械学習技術

Compact: Approximating Complex Activation Functions for Secure Computation

Authors: Mazharul Islam, Sunpreet S. Arora, Rahul Chatterjee, Peter Rindal, Maliheh Shirvanian | Published: 2023-09-09 | Updated: 2024-03-17
MPCアルゴリズム
多者計算
機械学習技術

MONDEO: Multistage Botnet Detection

Authors: Duarte Dias, Bruno Sousa, Nuno Antunes | Published: 2023-08-31
効率性評価
未知の攻撃検出
機械学習技術

Conti Inc.: Understanding the Internal Discussions of a large Ransomware-as-a-Service Operator with Machine Learning

Authors: Estelle Ruellan, Masarah Paquet-Clouston, Sebastian Garcia | Published: 2023-08-30
トピックモデルの解釈
悪意のある行為者の分類
機械学習技術

A Graph-based Stratified Sampling Methodology for the Analysis of (Underground) Forums

Authors: Giorgio Di Tizio, Gilberto Atondo Siu, Alice Hutchings, Fabio Massacci | Published: 2023-08-18
データ収集
モデル性能評価
機械学習技術

Different Mechanisms of Machine Learning and Optimization Algorithms Utilized in Intrusion Detection Systems

Authors: Mohammad Aziz, Ali Saeed Alfoudi | Published: 2023-08-08
サイバー攻撃
機械学習技術

Accurate, Explainable, and Private Models: Providing Recourse While Minimizing Training Data Leakage

Authors: Catherine Huang, Chelse Swoopes, Christina Xiao, Jiaqi Ma, Himabindu Lakkaraju | Published: 2023-08-08
データ保護手法
メンバーシップ開示リスク
機械学習技術

Exploiting Code Symmetries for Learning Program Semantics

Authors: Kexin Pei, Weichen Li, Qirui Jin, Shuyang Liu, Scott Geng, Lorenzo Cavallaro, Junfeng Yang, Suman Jana | Published: 2023-08-07 | Updated: 2024-09-08
プログラム解釈グラフ
機械学習技術
脆弱性検出

A Machine Learning based Empirical Evaluation of Cyber Threat Actors High Level Attack Patterns over Low level Attack Patterns in Attributing Attacks

Authors: Umara Noor, Sawera Shahid, Rimsha Kanwal, Zahid Rashid | Published: 2023-07-17
データセット生成
機械学習技術
脅威モデリング

Classifying World War II Era Ciphers with Machine Learning

Authors: Brooke Dalton, Mark Stamp | Published: 2023-07-02 | Updated: 2023-08-30
ハイパーパラメータ調整
暗号技術の歴史
機械学習技術