Adversarial Suffix Filtering: a Defense Pipeline for LLMs
Authors: David Khachaturov, Robert Mullins | Published: 2025-05-14
Prompt validation
Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction
Authors: Yulin Chen, Haoran Li, Yuan Sui, Yue Liu, Yufei He, Yangqiu Song, Bryan Hooi | Published: 2025-04-29
Watermarking Needs Input Repetition Masking
Authors: David Khachaturov, Robert Mullins, Ilia Shumailov, Sumanth Dathathri | Published: 2025-04-16
Benchmarking Practices in LLM-driven Offensive Security: Testbeds, Metrics, and Experiment Design
Authors: Andreas Happe, Jürgen Cito | Published: 2025-04-14
Can Indirect Prompt Injection Attacks Be Detected and Removed?
Authors: Yulin Chen, Haoran Li, Yuan Sui, Yufei He, Yue Liu, Yangqiu Song, Bryan Hooi | Published: 2025-02-23
Toxicity Detection for Free
Authors: Zhanhao Hu, Julien Piet, Geng Zhao, Jiantao Jiao, David Wagner | Published: 2024-05-29 | Updated: 2024-11-08
Large Language Model Sentinel: LLM Agent for Adversarial Purification
Authors: Guang Lin, Toshihisa Tanaka, Qibin Zhao | Published: 2024-05-24 | Updated: 2025-04-23
Token-Level Adversarial Prompt Detection Based on Perplexity Measures and Contextual Information
Authors: Zhengmian Hu, Gang Wu, Saayan Mitra, Ruiyi Zhang, Tong Sun, Heng Huang, Viswanathan Swaminathan | Published: 2023-11-20 | Updated: 2024-02-18
Fact-Checking Complex Claims with Program-Guided Reasoning
Authors: Liangming Pan, Xiaobao Wu, Xinyuan Lu, Anh Tuan Luu, William Yang Wang, Min-Yen Kan, Preslav Nakov | Published: 2023-05-22
Towards Few-Shot Fact-Checking via Perplexity
Authors: Nayeon Lee, Yejin Bang, Andrea Madotto, Madian Khabsa, Pascale Fung | Published: 2021-03-17