AIセキュリティポータルbot

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

Unified Breakdown Analysis for Byzantine Robust Gossip

Authors: Renaud Gaucher, Aymeric Dieuleveut, Hadrien Hendrikx | Published: 2024-10-14 | Updated: 2025-02-03
Framework
Attack Method

On Calibration of LLM-based Guard Models for Reliable Content Moderation

Authors: Hongfu Liu, Hengguan Huang, Hao Wang, Xiangming Gu, Ye Wang | Published: 2024-10-14
LLM Performance Evaluation
Content Moderation
Prompt Injection

Feature Averaging: An Implicit Bias of Gradient Descent Leading to Non-Robustness in Neural Networks

Authors: Binghui Li, Zhixuan Pan, Kaifeng Lyu, Jian Li | Published: 2024-10-14
Convergence Analysis
Adversarial Example

Yuan: Research on the Concept of Digital World Analogue Scientific Infrastructure and Science Popularization Communication Based on Suzhou Gardens Pattern

Authors: Zhang Lvyang, Lu Wen, Zhao Yang, Li Jiaqi, Zhai Lidong | Published: 2024-10-14
Cybersecurity

Can LLMs be Scammed? A Baseline Measurement Study

Authors: Udari Madhushani Sehwag, Kelly Patel, Francesca Mosca, Vineeth Ravi, Jessica Staddon | Published: 2024-10-14
LLM Performance Evaluation
Prompt Injection
Evaluation Method