文献データベース

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

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

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

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

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

“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

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

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

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

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