文献データベース

ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning

Authors: Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2024-05-31 | Updated: 2024-06-05
ポイズニング
評価手法
防御手法

Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation

Authors: Harsh Chaudhari, Giorgio Severi, John Abascal, Anshuman Suri, Matthew Jagielski, Christopher A. Choquette-Choo, Milad Nasr, Cristina Nita-Rotaru, Alina Oprea | Published: 2024-05-30 | Updated: 2025-10-01
RAGへのポイズニング攻撃
最適化戦略
構造的攻撃

Defensive Prompt Patch: A Robust and Interpretable Defense of LLMs against Jailbreak Attacks

Authors: Chen Xiong, Xiangyu Qi, Pin-Yu Chen, Tsung-Yi Ho | Published: 2024-05-30 | Updated: 2025-06-04
DPPセット生成
プロンプトインジェクション
攻撃手法

Robust Kernel Hypothesis Testing under Data Corruption

Authors: Antonin Schrab, Ilmun Kim | Published: 2024-05-30
データプライバシー評価
データ保護手法
仮説検定

Efficient Black-box Adversarial Attacks via Bayesian Optimization Guided by a Function Prior

Authors: Shuyu Cheng, Yibo Miao, Yinpeng Dong, Xiao Yang, Xiao-Shan Gao, Jun Zhu | Published: 2024-05-29
アルゴリズム
攻撃手法
最適化問題

Toxicity Detection for Free

Authors: Zhanhao Hu, Julien Piet, Geng Zhao, Jiantao Jiao, David Wagner | Published: 2024-05-29 | Updated: 2024-11-08
インダイレクトプロンプトインジェクション
プロンプトの検証
悪意のあるプロンプト

PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics

Authors: Sunay Bhat, Jeffrey Jiang, Omead Pooladzandi, Alexander Branch, Gregory Pottie | Published: 2024-05-28 | Updated: 2024-06-02
ウォーターマーキング
バックドア攻撃
ポイズニング

Cross-Modal Safety Alignment: Is textual unlearning all you need?

Authors: Trishna Chakraborty, Erfan Shayegani, Zikui Cai, Nael Abu-Ghazaleh, M. Salman Asif, Yue Dong, Amit K. Roy-Chowdhury, Chengyu Song | Published: 2024-05-27 | Updated: 2025-10-14
プライバシー保護技術
出力の有害度の算出
大規模言語モデル

Can We Trust Embodied Agents? Exploring Backdoor Attacks against Embodied LLM-based Decision-Making Systems

Authors: Ruochen Jiao, Shaoyuan Xie, Justin Yue, Takami Sato, Lixu Wang, Yixuan Wang, Qi Alfred Chen, Qi Zhu | Published: 2024-05-27 | Updated: 2024-10-05
LLMセキュリティ
バックドア攻撃
プロンプトインジェクション

Medical MLLM is Vulnerable: Cross-Modality Jailbreak and Mismatched Attacks on Medical Multimodal Large Language Models

Authors: Xijie Huang, Xinyuan Wang, Hantao Zhang, Yinghao Zhu, Jiawen Xi, Jingkun An, Hao Wang, Hao Liang, Chengwei Pan | Published: 2024-05-26 | Updated: 2024-08-21
プロンプトインジェクション
医療AIの脅威
攻撃手法