Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs Authors: Haywood Gelman, John D. Hastings | Published: 2025-02-10 | Updated: 2025-04-07 LLMの応用リスク分析手法情報セキュリティ 2025.02.10 文献データベース
Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10 メンバーシップ推論量子化とプライバシー 2025.02.10 2025.04.03 文献データベース
Generating Privacy-Preserving Personalized Advice with Zero-Knowledge Proofs and LLMs Authors: Hiroki Watanabe, Motonobu Uchikoshi | Published: 2025-02-10 | Updated: 2025-04-24 アライメントプライバシー保護データマイニング透かし 2025.02.10 文献データベース
From Counterfactuals to Trees: Competitive Analysis of Model Extraction Attacks Authors: Awa Khouna, Julien Ferry, Thibaut Vidal | Published: 2025-02-07 | Updated: 2025-07-08 モデル抽出攻撃モデル抽出攻撃の検知再構成アルゴリズム 2025.02.07 文献データベース
Training Set Reconstruction from Differentially Private Forests: How Effective is DP? Authors: Alice Gorgé, Julien Ferry, Sébastien Gambs, Thibaut Vidal | Published: 2025-02-07 | Updated: 2025-07-08 プライバシーリスク管理再構成アルゴリズム差分プライバシー 2025.02.07 文献データベース
“Short-length” Adversarial Training Helps LLMs Defend “Long-length” Jailbreak Attacks: Theoretical and Empirical Evidence Authors: Shaopeng Fu, Liang Ding, Di Wang | Published: 2025-02-06 プロンプトインジェクション大規模言語モデル敵対的訓練 2025.02.06 2025.04.03 文献データベース
ExpProof : Operationalizing Explanations for Confidential Models with ZKPs Authors: Chhavi Yadav, Evan Monroe Laufer, Dan Boneh, Kamalika Chaudhuri | Published: 2025-02-06 | Updated: 2025-05-27 XAI(説明可能なAI)モデル評価手法解釈可能性 2025.02.06 文献データベース
Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Authors: Jan Schuchardt, Mina Dalirrooyfard, Jed Guzelkabaagac, Anderson Schneider, Yuriy Nevmyvaka, Stephan Günnemann | Published: 2025-02-04 | Updated: 2025-05-29 プライバシー分析差分プライバシー情報理論的評価 2025.02.04 文献データベース
Online Gradient Boosting Decision Tree: In-Place Updates for Efficient Adding/Deleting Data Authors: Huawei Lin, Jun Woo Chung, Yingjie Lao, Weijie Zhao | Published: 2025-02-03 オンライン学習 2025.02.03 2025.04.03 文献データベース
Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees Authors: Yannis Montreuil, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi | Published: 2025-02-03 Learning-to-Defer敵対的サンプル敵対的訓練 2025.02.03 2025.04.03 文献データベース