Comparative Insights on Adversarial Machine Learning from Industry and Academia: A User-Study Approach

Authors: Vishruti Kakkad, Paul Chung, Hanan Hibshi, Maverick Woo | Published: 2026-02-04

How Few-shot Demonstrations Affect Prompt-based Defenses Against LLM Jailbreak Attacks

Authors: Yanshu Wang, Shuaishuai Yang, Jingjing He, Tong Yang | Published: 2026-02-04

Semantic Consensus Decoding: Backdoor Defense for Verilog Code Generation

Authors: Guang Yang, Xing Hu, Xiang Chen, Xin Xia | Published: 2026-02-04

Attack-Resistant Uniform Fairness for Linear and Smooth Contextual Bandits

Authors: Qingwen Zhang, Wenjia Wang | Published: 2026-02-04

Don’t believe everything you read: Understanding and Measuring MCP Behavior under Misleading Tool Descriptions

Authors: Zhihao Li, Boyang Ma, Xuelong Dai, Minghui Xu, Yue Zhang, Biwei Yan, Kun Li | Published: 2026-02-03

Detecting and Explaining Malware Family Evolution Using Rule-Based Drift Analysis

Authors: Olha Jurečková, Martin Jureček | Published: 2026-02-03

LogicScan: An LLM-driven Framework for Detecting Business Logic Vulnerabilities in Smart Contracts

Authors: Jiaqi Gao, Zijian Zhang, Yuqiang Sun, Ye Liu, Chengwei Liu, Han Liu, Yi Li, Yang Liu | Published: 2026-02-03

Generalizable and Interpretable RF Fingerprinting with Shapelet-Enhanced Large Language Models

Authors: Tianya Zhao, Junqing Zhang, Haowen Xu, Xiaoyan Sun, Jun Dai, Xuyu Wang | Published: 2026-02-03

Q-ShiftDP: A Differentially Private Parameter-Shift Rule for Quantum Machine Learning

Authors: Hoang M. Ngo, Nhat Hoang-Xuan, Quan Nguyen, Nguyen Do, Incheol Shin, My T. Thai | Published: 2026-02-03

David vs. Goliath: Verifiable Agent-to-Agent Jailbreaking via Reinforcement Learning

Authors: Samuel Nellessen, Tal Kachman | Published: 2026-02-02