AIセキュリティポータルbot

RRHF: Rank Responses to Align Language Models with Human Feedback without tears

Authors: Zheng Yuan, Hongyi Yuan, Chuanqi Tan, Wei Wang, Songfang Huang, Fei Huang | Published: 2023-04-11 | Updated: 2023-10-07
アライメント
報酬メカニズム設計
強化学習最適化

Privacy-Preserving Matrix Factorization for Recommendation Systems using Gaussian Mechanism

Authors: Sohan Salahuddin Mugdho, Hafiz Imtiaz | Published: 2023-04-11
ウォーターマーキング
プライバシー分析
プライバシー手法

Multi-step Jailbreaking Privacy Attacks on ChatGPT

Authors: Haoran Li, Dadi Guo, Wei Fan, Mingshi Xu, Jie Huang, Fanpu Meng, Yangqiu Song | Published: 2023-04-11 | Updated: 2023-11-01
LLMセキュリティ
プライバシー分析
プロンプトインジェクション

RecUP-FL: Reconciling Utility and Privacy in Federated Learning via User-configurable Privacy Defense

Authors: Yue Cui, Syed Irfan Ali Meerza, Zhuohang Li, Luyang Liu, Jiaxin Zhang, Jian Liu | Published: 2023-04-11
トレードオフ分析
プライバシー手法
ポイズニング

Balancing Privacy and Performance for Private Federated Learning Algorithms

Authors: Xiangjian Hou, Sarit Khirirat, Mohammad Yaqub, Samuel Horvath | Published: 2023-04-11 | Updated: 2023-08-18
プライバシー手法
ポイズニング
最適化手法

Gradient-based Uncertainty Attribution for Explainable Bayesian Deep Learning

Authors: Hanjing Wang, Dhiraj Joshi, Shiqiang Wang, Qiang Ji | Published: 2023-04-10
DNN IP保護手法
不確実性マップ
自己注意メカニズム

Reinforcement Learning-Based Black-Box Model Inversion Attacks

Authors: Gyojin Han, Jaehyun Choi, Haeil Lee, Junmo Kim | Published: 2023-04-10
DNN IP保護手法
プライバシー手法
生成モデルの課題

Ransomware Detection and Classification Strategies

Authors: Aldin Vehabovic, Nasir Ghani, Elias Bou-Harb, Jorge Crichigno, Aysegul Yayimli | Published: 2023-04-10
ネットワーク脅威検出
マルウェア検出手法
機械学習技術

Certifiable Black-Box Attacks with Randomized Adversarial Examples: Breaking Defenses with Provable Confidence

Authors: Hanbin Hong, Xinyu Zhang, Binghui Wang, Zhongjie Ba, Yuan Hong | Published: 2023-04-10 | Updated: 2024-09-06
プロンプトインジェクション
実験的検証
攻撃の評価

Gradient Sparsification for Efficient Wireless Federated Learning with Differential Privacy

Authors: Kang Wei, Jun Li, Chuan Ma, Ming Ding, Feng Shu, Haitao Zhao, Wen Chen, Hongbo Zhu | Published: 2023-04-09 | Updated: 2023-12-21
クライアントクラスタリング
プライバシー手法
最適化問題