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

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

“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

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

Safety at Scale: A Comprehensive Survey of Large Model Safety

Authors: Xingjun Ma, Yifeng Gao, Yixu Wang, Ruofan Wang, Xin Wang, Ye Sun, Yifan Ding, Hengyuan Xu, Yunhao Chen, Yunhan Zhao, Hanxun Huang, Yige Li, Jiaming Zhang, Xiang Zheng, Yang Bai, Zuxuan Wu, Xipeng Qiu, Jingfeng Zhang, Yiming Li, Xudong Han, Haonan Li, Jun Sun, Cong Wang, Jindong Gu, Baoyuan Wu, Siheng Chen, Tianwei Zhang, Yang Liu, Mingming Gong, Tongliang Liu, Shirui Pan, Cihang Xie, Tianyu Pang, Yinpeng Dong, Ruoxi Jia, Yang Zhang, Shiqing Ma, Xiangyu Zhang, Neil Gong, Chaowei Xiao, Sarah Erfani, Tim Baldwin, Bo Li, Masashi Sugiyama, Dacheng Tao, James Bailey, Yu-Gang Jiang | Published: 2025-02-02 | Updated: 2025-03-19
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
攻撃手法

LLM Safety Alignment is Divergence Estimation in Disguise

Authors: Rajdeep Haldar, Ziyi Wang, Qifan Song, Guang Lin, Yue Xing | Published: 2025-02-02
プロンプトインジェクション
収束分析
大規模言語モデル
安全性アライメント

Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning

Authors: Maximilian Egger, Mayank Bakshi, Rawad Bitar | Published: 2025-01-31
収束保証
収束分析
通信効率

BounTCHA: A CAPTCHA Utilizing Boundary Identification in Guided Generative AI-extended Videos

Authors: Lehao Lin, Ke Wang, Maha Abdallah, Wei Cai | Published: 2025-01-30 | Updated: 2025-04-01
CAPTCHA
動画信頼性確保
敵対的サンプルの脆弱性