The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation
Authors: Alexander Xiong, Xuandong Zhao, Aneesh Pappu, Dawn Song | Published: 2025-07-08
Prompt leaking
Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection
Authors: Lei Yu, Zhirong Huang, Hang Yuan, Shiqi Cheng, Li Yang, Fengjun Zhang, Chenjie Shen, Jiajia Ma, Jingyuan Zhang, Junyi Lu, Chun Zuo | Published: 2025-06-23
Watermarking LLM-Generated Datasets in Downstream Tasks
Authors: Yugeng Liu, Tianshuo Cong, Michael Backes, Zheng Li, Yang Zhang | Published: 2025-06-16
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
Exploring the Secondary Risks of Large Language Models
Authors: Jiawei Chen, Zhengwei Fang, Xiao Yang, Chao Yu, Zhaoxia Yin, Hang Su | Published: 2025-06-14 | Updated: 2025-09-25
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
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
Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation
Authors: Jaechul Roh, Varun Gandhi, Shivani Anilkumar, Arin Garg | Published: 2025-06-08 | Updated: 2025-06-12
SALAD: Systematic Assessment of Machine Unlearning on LLM-Aided Hardware Design
Authors: Zeng Wang, Minghao Shao, Rupesh Karn, Likhitha Mankali, Jitendra Bhandari, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel | Published: 2025-06-02 | Updated: 2025-08-05