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

Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks

Authors: Andreas Happe, Jürgen Cito | Published: 2025-02-06 | Updated: 2025-09-11
インダイレクトプロンプトインジェクション
プロンプトインジェクション
攻撃戦略分析

“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

SimMark: A Robust Sentence-Level Similarity-Based Watermarking Algorithm for Large Language Models

Authors: Amirhossein Dabiriaghdam, Lele Wang | Published: 2025-02-05 | Updated: 2025-09-11
ロバスト性分析
生成AI向け電子透かし
透かし設計

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

AgentBreeder: Mitigating the AI Safety Impact of Multi-Agent Scaffolds via Self-Improvement

Authors: J Rosser, Jakob Nicolaus Foerster | Published: 2025-02-02 | Updated: 2025-04-14
LLM性能評価
マルチオブジェクティブ最適化
安全性アライメント

Model Provenance Testing for Large Language Models

Authors: Ivica Nikolic, Teodora Baluta, Prateek Saxena | Published: 2025-02-02 | Updated: 2025-10-30
プロンプトリーキング
モデル抽出攻撃
モデル設計