From Retrieval to Reasoning: A Framework for Cyber Threat Intelligence NER with Explicit and Adaptive Instructions

Authors: Jiaren Peng, Hongda Sun, Xuan Tian, Cheng Huang, Zeqing Li, Rui Yan | Published: 2025-12-22

Causal-Guided Detoxify Backdoor Attack of Open-Weight LoRA Models

Authors: Linzhi Chen, Yang Sun, Hongru Wei, Yuqi Chen | Published: 2025-12-22

GShield: Mitigating Poisoning Attacks in Federated Learning

Authors: Sameera K. M., Serena Nicolazzo, Antonino Nocera, Vinod P., Rafidha Rehiman K. A | Published: 2025-12-22

Elevating Intrusion Detection and Security Fortification in Intelligent Networks through Cutting-Edge Machine Learning Paradigms

Authors: Md Minhazul Islam Munna, Md Mahbubur Rahman, Jaroslav Frnda, Muhammad Shahid Anwar, Alpamis Kutlimuratov | Published: 2025-12-22

The Erasure Illusion: Stress-Testing the Generalization of LLM Forgetting Evaluation

Authors: Hengrui Jia, Taoran Li, Jonas Guan, Varun Chandrasekaran | Published: 2025-12-22

DREAM: Dynamic Red-teaming across Environments for AI Models

Authors: Liming Lu, Xiang Gu, Junyu Huang, Jiawei Du, Yunhuai Liu, Yongbin Zhou, Shuchao Pang | Published: 2025-12-22

Efficient Jailbreak Mitigation Using Semantic Linear Classification in a Multi-Staged Pipeline

Authors: Akshaj Prashanth Rao, Advait Singh, Saumya Kumaar Saksena, Dhruv Kumar | Published: 2025-12-22

Phishing Detection System: An Ensemble Approach Using Character-Level CNN and Feature Engineering

Authors: Rudra Dubey, Arpit Mani Tripathi, Archit Srivastava, Sarvpal Singh | Published: 2025-12-18

Prefix Probing: Lightweight Harmful Content Detection for Large Language Models

Authors: Jirui Yang, Hengqi Guo, Zhihui Lu, Yi Zhao, Yuansen Zhang, Shijing Hu, Qiang Duan, Yinggui Wang, Tao Wei | Published: 2025-12-18

A Systematic Study of Code Obfuscation Against LLM-based Vulnerability Detection

Authors: Xiao Li, Yue Li, Hao Wu, Yue Zhang, Yechao Zhang, Fengyuan Xu, Sheng Zhong | Published: 2025-12-18