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
Prompt Injection
FuncVul: An Effective Function Level Vulnerability Detection Model using LLM and Code Chunk
Authors: Sajal Halder, Muhammad Ejaz Ahmed, Seyit Camtepe | Published: 2025-06-24
Security Assessment of DeepSeek and GPT Series Models against Jailbreak Attacks
Authors: Xiaodong Wu, Xiangman Li, Jianbing Ni | Published: 2025-06-23
Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases
Authors: Yubeen Bae, Minchan Kim, Jaejin Lee, Sangbum Kim, Jaehyung Kim, Yejin Choi, Niloofar Mireshghallah | Published: 2025-06-19 | Updated: 2025-07-01
Evaluating Large Language Models for Phishing Detection, Self-Consistency, Faithfulness, and Explainability
Authors: Shova Kuikel, Aritran Piplai, Palvi Aggarwal | Published: 2025-06-16
Weakest Link in the Chain: Security Vulnerabilities in Advanced Reasoning Models
Authors: Arjun Krishna, Aaditya Rastogi, Erick Galinkin | Published: 2025-06-16
SoK: Evaluating Jailbreak Guardrails for Large Language Models
Authors: Xunguang Wang, Zhenlan Ji, Wenxuan Wang, Zongjie Li, Daoyuan Wu, Shuai Wang | Published: 2025-06-12
SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks
Authors: Kaiyuan Zhang, Siyuan Cheng, Hanxi Guo, Yuetian Chen, Zian Su, Shengwei An, Yuntao Du, Charles Fleming, Ashish Kundu, Xiangyu Zhang, Ninghui Li | Published: 2025-06-12
ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space
Authors: Chuyang Chen, Brendan Dolan-Gavitt, Zhiqiang Lin | Published: 2025-06-12
LLMail-Inject: A Dataset from a Realistic Adaptive Prompt Injection Challenge
Authors: Sahar Abdelnabi, Aideen Fay, Ahmed Salem, Egor Zverev, Kai-Chieh Liao, Chi-Huang Liu, Chun-Chih Kuo, Jannis Weigend, Danyael Manlangit, Alex Apostolov, Haris Umair, João Donato, Masayuki Kawakita, Athar Mahboob, Tran Huu Bach, Tsun-Han Chiang, Myeongjin Cho, Hajin Choi, Byeonghyeon Kim, Hyeonjin Lee, Benjamin Pannell, Conor McCauley, Mark Russinovich, Andrew Paverd, Giovanni Cherubin | Published: 2025-06-11