Papers by Sidhant Narula
NEXUS: Network Exploration for eXploiting Unsafe Sequences in Multi-Turn LLM Jailbreaks (2025.emnlp-main)
Copied to clipboard
| Challenge: | Existing approaches to large language models suffer from limited exploration of adversarial space . multi-turn jailbreaks that distribute malicious intent across benign exchanges are vulnerable . NEXUS aims to exploit the adversarials of LLMs for maximum effectiveness in jailbreak scenarios . |
| Approach: | They propose a framework for constructing, refining, and executing optimized multi-turn attacks . NEXUS builds a semantic network of thought that captures a comprehensive representation of the adversarial space . |
| Outcome: | NEXUS can achieve higher attack success rate than state-of-the-art approaches . it builds a semantic network of thought that captures a comprehensive representation of the adversarial space . |