AIセキュリティポータルbot

Feint and Attack: Attention-Based Strategies for Jailbreaking and Protecting LLMs

Authors: Rui Pu, Chaozhuo Li, Rui Ha, Zejian Chen, Litian Zhang, Zheng Liu, Lirong Qiu, Zaisheng Ye | Published: 2024-10-18 | Updated: 2025-07-08
Disabling Safety Mechanisms of LLM
Prompt Injection
Prompt validation

Unlearning Backdoor Attacks for LLMs with Weak-to-Strong Knowledge Distillation

Authors: Shuai Zhao, Xiaobao Wu, Cong-Duy Nguyen, Yanhao Jia, Meihuizi Jia, Yichao Feng, Luu Anh Tuan | Published: 2024-10-18 | Updated: 2025-05-20
Backdoor Detection
Backdoor Attack Techniques
Knowledge Distillation

Private Counterfactual Retrieval

Authors: Mohamed Nomeir, Pasan Dissanayake, Shreya Meel, Sanghamitra Dutta, Sennur Ulukus | Published: 2024-10-17 | Updated: 2025-07-24
Privacy Protection Method
Distance Evaluation Method
Watermark Evaluation

Low-Rank Adversarial PGD Attack

Authors: Dayana Savostianova, Emanuele Zangrando, Francesco Tudisco | Published: 2024-10-16
Attack Method

Deep Learning Based XIoT Malware Analysis: A Comprehensive Survey, Taxonomy, and Research Challenges

Authors: Rami Darwish, Mahmoud Abdelsalam, Sajad Khorsandroo | Published: 2024-10-14
XIoT Malware Analysis
Malware Classification

Denial-of-Service Poisoning Attacks against Large Language Models

Authors: Kuofeng Gao, Tianyu Pang, Chao Du, Yong Yang, Shu-Tao Xia, Min Lin | Published: 2024-10-14
Prompt Injection
Model DoS
Resource Scarcity Issues

Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings

Authors: Hossein Mirzaei, Mackenzie W. Mathis | Published: 2024-10-14 | Updated: 2025-01-26
Membership Inference
Adversarial Training

Towards Calibrated Losses for Adversarial Robust Reject Option Classification

Authors: Vrund Shah, Tejas Chaudhari, Naresh Manwani | Published: 2024-10-14
Adversarial Training

Regularized Robustly Reliable Learners and Instance Targeted Attacks

Authors: Avrim Blum, Donya Saless | Published: 2024-10-14 | Updated: 2025-05-08
Sample Complexity
Robustness Evaluation
Robust Optimization

Model-based Large Language Model Customization as Service

Authors: Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang | Published: 2024-10-14 | Updated: 2025-05-22
Text Generation Method
Privacy Management
Differential Privacy