Mark Your LLM: Detecting the Misuse of Open-Source Large Language Models via Watermarking

Authors: Yijie Xu, Aiwei Liu, Xuming Hu, Lijie Wen, Hui Xiong | Published: 2025-03-06 | Updated: 2025-03-15

Unsupervised anomaly detection on cybersecurity data streams: a case with BETH dataset

Authors: Evgeniy Eremin | Published: 2025-03-06 | Updated: 2025-06-16

Improving LLM Safety Alignment with Dual-Objective Optimization

Authors: Xuandong Zhao, Will Cai, Tianneng Shi, David Huang, Licong Lin, Song Mei, Dawn Song | Published: 2025-03-05 | Updated: 2025-06-12

Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories

Authors: Alperen Yildiz, Sin G. Teo, Yiling Lou, Yebo Feng, Chong Wang, Dinil M. Divakaran | Published: 2025-03-05 | Updated: 2025-03-18

SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models

Authors: Jiang Zhang, Rohan Xavier Sequeira, Konstantinos Psounis | Published: 2025-03-05 | Updated: 2025-04-07

PriFFT: Privacy-preserving Federated Fine-tuning of Large Language Models via Hybrid Secret Sharing

Authors: Zhichao You, Xuewen Dong, Ke Cheng, Xutong Mu, Jiaxuan Fu, Shiyang Ma, Qiang Qu, Yulong Shen | Published: 2025-03-05 | Updated: 2025-05-14

SoK: Knowledge is All You Need: Accelerating Last Mile Delivery for Automated Provenance-based Intrusion Detection with LLMs

Authors: Wenrui Cheng, Tiantian Zhu, Chunlin Xiong, Haofei Sun, Zijun Wang, Shunan Jing, Mingqi Lv, Yan Chen | Published: 2025-03-05 | Updated: 2025-04-28

Mind the Gap: Detecting Black-box Adversarial Attacks in the Making through Query Update Analysis

Authors: Jeonghwan Park, Niall McLaughlin, Ihsen Alouani | Published: 2025-03-04 | Updated: 2025-03-16

TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions

Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21

Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems

Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03