Using LLMs for Security Advisory Investigations: How Far Are We?

Authors: Bayu Fedra Abdullah, Yusuf Sulistyo Nugroho, Brittany Reid, Raula Gaikovina Kula, Kazumasa Shimari, Kenichi Matsumoto | Published: 2025-06-16

Detecting Hard-Coded Credentials in Software Repositories via LLMs

Authors: Chidera Biringa, Gokhan Kul | Published: 2025-06-16

ChineseHarm-Bench: A Chinese Harmful Content Detection Benchmark

Authors: Kangwei Liu, Siyuan Cheng, Bozhong Tian, Xiaozhuan Liang, Yuyang Yin, Meng Han, Ningyu Zhang, Bryan Hooi, Xi Chen, Shumin Deng | Published: 2025-06-12

Unsourced Adversarial CAPTCHA: A Bi-Phase Adversarial CAPTCHA Framework

Authors: Xia Du, Xiaoyuan Liu, Jizhe Zhou, Zheng Lin, Chi-man Pun, Zhe Chen, Wei Ni, Jun Luo | Published: 2025-06-12

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

FicGCN: Unveiling the Homomorphic Encryption Efficiency from Irregular Graph Convolutional Networks

Authors: Zhaoxuan Kan, Husheng Han, Shangyi Shi, Tenghui Hua, Hang Lu, Xiaowei Li, Jianan Mu, Xing Hu | Published: 2025-06-12

Can We Infer Confidential Properties of Training Data from LLMs?

Authors: Penguin Huang, Chhavi Yadav, Ruihan Wu, Kamalika Chaudhuri | 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