文献データベース

Human-Centered Privacy Research in the Age of Large Language Models

Authors: Tianshi Li, Sauvik Das, Hao-Ping Lee, Dakuo Wang, Bingsheng Yao, Zhiping Zhang | Published: 2024-02-03
プライバシー保護
プロンプトインジェクション
人間中心のアプローチ

Position Paper: Assessing Robustness, Privacy, and Fairness in Federated Learning Integrated with Foundation Models

Authors: Xi Li, Jiaqi Wang | Published: 2024-02-02
プライバシー保護
公平性評価
連合学習

TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)

Authors: Zeliang Kan, Shae McFadden, Daniel Arp, Feargus Pendlebury, Roberto Jordaney, Johannes Kinder, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2024-02-02
バイアス
マルウェア分類
時間に関連する特徴

KTO: Model Alignment as Prospect Theoretic Optimization

Authors: Kawin Ethayarajh, Winnie Xu, Niklas Muennighoff, Dan Jurafsky, Douwe Kiela | Published: 2024-02-02 | Updated: 2024-11-19
アライメント
データ生成手法
深層学習

Salsa Fresca: Angular Embeddings and Pre-Training for ML Attacks on Learning With Errors

Authors: Samuel Stevens, Emily Wenger, Cathy Li, Niklas Nolte, Eshika Saxena, François Charton, Kristin Lauter | Published: 2024-02-02
ウォーターマーキング
モデル設計

Domain-Independent Deception: A New Taxonomy and Linguistic Analysis

Authors: Rakesh M. Verma, Nachum Dershowitz, Victor Zeng, Dainis Boumber, Xuting Liu | Published: 2024-02-01
ウォーターマーキング
ドメイン非依存性
バイアス

algoXSSF: Detection and analysis of cross-site request forgery (XSRF) and cross-site scripting (XSS) attacks via Machine learning algorithms

Authors: Naresh Kshetri, Dilip Kumar, James Hutson, Navneet Kaur, Omar Faruq Osama | Published: 2024-02-01
アルゴリズム
ウェブサイト脆弱性
サイバーセキュリティ

X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System

Authors: Kiymet Kaya, Elif Ak, Sumeyye Bas, Berk Canberk, Sule Gunduz Oguducu | Published: 2024-02-01 | Updated: 2024-06-02
GNN
XAI(説明可能なAI)
侵入検知システム

Unlearnable Algorithms for In-context Learning

Authors: Andrei Muresanu, Anvith Thudi, Michael R. Zhang, Nicolas Papernot | Published: 2024-02-01
Few-Shot Learning
アルゴリズム
機械学習の忘却

Ocassionally Secure: A Comparative Analysis of Code Generation Assistants

Authors: Ran Elgedawy, John Sadik, Senjuti Dutta, Anuj Gautam, Konstantinos Georgiou, Farzin Gholamrezae, Fujiao Ji, Kyungchan Lim, Qian Liu, Scott Ruoti | Published: 2024-02-01
LLM性能評価
コード生成
プロンプトインジェクション