The Erasure Illusion: Stress-Testing the Generalization of LLM Forgetting Evaluation
Authors: Hengrui Jia, Taoran Li, Jonas Guan, Varun Chandrasekaran | Published: 2025-12-22
Literature Database
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
From Essence to Defense: Adaptive Semantic-aware Watermarking for Embedding-as-a-Service Copyright Protection
Authors: Hao Li, Yubing Ren, Yanan Cao, Yingjie Li, Fang Fang, Xuebin Wang | Published: 2025-12-18
Large Language Models as a (Bad) Security Norm in the Context of Regulation and Compliance
Authors: Kaspar Rosager Ludvigsen | Published: 2025-12-18
Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation
Authors: Yuxuan Qiao, Dongqin Liu, Hongchang Yang, Wei Zhou, Songlin Hu | Published: 2025-12-18
In-Context Probing for Membership Inference in Fine-Tuned Language Models
Authors: Zhexi Lu, Hongliang Chi, Nathalie Baracaldo, Swanand Ravindra Kadhe, Yuseok Jeon, Lei Yu | Published: 2025-12-18