A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges

Authors: Sudhanshu Sekhar Tripathy, Bichitrananda Behera | Published: 2025-06-03

MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models

Authors: Xueqi Cheng, Minxing Zheng, Shixiang Zhu, Yushun Dong | Published: 2025-06-03

IF-GUIDE: Influence Function-Guided Detoxification of LLMs

Authors: Zachary Coalson, Juhan Bae, Nicholas Carlini, Sanghyun Hong | Published: 2025-06-02 | Updated: 2025-06-09

SALAD: Systematic Assessment of Machine Unlearning on LLM-Aided Hardware Design

Authors: Zeng Wang, Minghao Shao, Rupesh Karn, Likhitha Mankali, Jitendra Bhandari, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-06-02 | Updated: 2025-08-05

On the Stability of Graph Convolutional Neural Networks: A Probabilistic Perspective

Authors: Ning Zhang, Henry Kenlay, Li Zhang, Mihai Cucuringu, Xiaowen Dong | Published: 2025-06-01 | Updated: 2025-06-03

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

Authors: M Sabbir Salek, Mashrur Chowdhury, Muhaimin Bin Munir, Yuchen Cai, Mohammad Imtiaz Hasan, Jean-Michel Tine, Latifur Khan, Mizanur Rahman | Published: 2025-06-01 | Updated: 2025-07-28

Beyond the Protocol: Unveiling Attack Vectors in the Model Context Protocol (MCP) Ecosystem

Authors: Hao Song, Yiming Shen, Wenxuan Luo, Leixin Guo, Ting Chen, Jiashui Wang, Beibei Li, Xiaosong Zhang, Jiachi Chen | Published: 2025-05-31 | Updated: 2025-08-20

A Systematic Review of Metaheuristics-Based and Machine Learning-Driven Intrusion Detection Systems in IoT

Authors: Mohammad Shamim Ahsan, Salekul Islam, Swakkhar Shatabda | Published: 2025-05-31 | Updated: 2025-06-03

A Red Teaming Roadmap Towards System-Level Safety

Authors: Zifan Wang, Christina Q. Knight, Jeremy Kritz, Willow E. Primack, Julian Michael | Published: 2025-05-30 | Updated: 2025-06-09

MCP Safety Training: Learning to Refuse Falsely Benign MCP Exploits using Improved Preference Alignment

Authors: John Halloran | Published: 2025-05-29