Can MLLMs Detect Phishing? A Comprehensive Security Benchmark Suite Focusing on Dynamic Threats and Multimodal Evaluation in Academic Environments

Authors: Jingzhuo Zhou | Published: 2025-11-19

Towards Classifying Benign And Malicious Packages Using Machine Learning

Authors: Thanh-Cong Nguyen, Ngoc-Thanh Nguyen, Van-Giau Ung, Duc-Ly Vu | Published: 2025-11-19

Critical Evaluation of Quantum Machine Learning for Adversarial Robustness

Authors: Saeefa Rubaiyet Nowmi, Jesus Lopez, Md Mahmudul Alam Imon, Shahrooz Pouryouse, Mohammad Saidur Rahman | Published: 2025-11-19

Sigil: Server-Enforced Watermarking in U-Shaped Split Federated Learning via Gradient Injection

Authors: Zhengchunmin Dai, Jiaxiong Tang, Peng Sun, Honglong Chen, Liantao Wu | Published: 2025-11-18

Beyond Fixed and Dynamic Prompts: Embedded Jailbreak Templates for Advancing LLM Security

Authors: Hajun Kim, Hyunsik Na, Daeseon Choi | Published: 2025-11-18

Observational Auditing of Label Privacy

Authors: Iden Kalemaj, Luca Melis, Maxime Boucher, Ilya Mironov, Saeed Mahloujifar | Published: 2025-11-18

Dynamic Black-box Backdoor Attacks on IoT Sensory Data

Authors: Ajesh Koyatan Chathoth, Stephen Lee | Published: 2025-11-18

GRPO Privacy Is at Risk: A Membership Inference Attack Against Reinforcement Learning With Verifiable Rewards

Authors: Yule Liu, Heyi Zhang, Jinyi Zheng, Zhen Sun, Zifan Peng, Tianshuo Cong, Yilong Yang, Xinlei He, Zhuo Ma | Published: 2025-11-18

TZ-LLM: Protecting On-Device Large Language Models with Arm TrustZone

Authors: Xunjie Wang, Jiacheng Shi, Zihan Zhao, Yang Yu, Zhichao Hua, Jinyu Gu | Published: 2025-11-17

Robust Client-Server Watermarking for Split Federated Learning

Authors: Jiaxiong Tang, Zhengchunmin Dai, Liantao Wu, Peng Sun, Honglong Chen, Zhenfu Cao | Published: 2025-11-17