Breaking the Boundaries of Long-Context LLM Inference: Adaptive KV Management on a Single Commodity GPU
Authors: He Sun, Li Li, Mingjun Xiao, Chengzhong Xu | Published: 2025-06-25
Evaluation Method
JsDeObsBench: Measuring and Benchmarking LLMs for JavaScript Deobfuscation
Authors: Guoqiang Chen, Xin Jin, Zhiqiang Lin | Published: 2025-06-25
Auditing Black-Box LLM APIs with a Rank-Based Uniformity Test
Authors: Xiaoyuan Zhu, Yaowen Ye, Tianyi Qiu, Hanlin Zhu, Sijun Tan, Ajraf Mannan, Jonathan Michala, Raluca Ada Popa, Willie Neiswanger | Published: 2025-06-08 | Updated: 2025-06-11
DFIR-Metric: A Benchmark Dataset for Evaluating Large Language Models in Digital Forensics and Incident Response
Authors: Bilel Cherif, Tamas Bisztray, Richard A. Dubniczky, Aaesha Aldahmani, Saeed Alshehhi, Norbert Tihanyi | Published: 2025-05-26
Cape: Context-Aware Prompt Perturbation Mechanism with Differential Privacy
Authors: Haoqi Wu, Wei Dai, Li Wang, Qiang Yan | Published: 2025-05-09 | Updated: 2025-05-15
Defending against Indirect Prompt Injection by Instruction Detection
Authors: Tongyu Wen, Chenglong Wang, Xiyuan Yang, Haoyu Tang, Yueqi Xie, Lingjuan Lyu, Zhicheng Dou, Fangzhao Wu | Published: 2025-05-08 | Updated: 2025-09-17
Towards a standardized methodology and dataset for evaluating LLM-based digital forensic timeline analysis
Authors: Hudan Studiawan, Frank Breitinger, Mark Scanlon | Published: 2025-05-06
GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods
Authors: Ruixuan Huang, Xunguang Wang, Zongjie Li, Daoyuan Wu, Shuai Wang | Published: 2025-02-24 | Updated: 2025-07-09
Evaluating and Improving the Robustness of Security Attack Detectors Generated by LLMs
Authors: Samuele Pasini, Jinhan Kim, Tommaso Aiello, Rocio Cabrera Lozoya, Antonino Sabetta, Paolo Tonella | Published: 2024-11-27 | Updated: 2025-09-17
Variational Bayesian Bow tie Neural Networks with Shrinkage
Authors: Alisa Sheinkman, Sara Wade | Published: 2024-11-17 | Updated: 2024-11-19