2 papers
cs.CR2026
Discovery or Memorization? A Faithful Benchmark for Real-World Business-Logic Vulnerability Discovery
Rui Yang, Yichao Xu, Zhuohao Zhang +4
The rapid advancement of cybersecurity agents in vulnerability discovery has increased the need for benchmarks that evaluate their capabilities accurately. However, synthetic bench…
cs.AI2026
Same Request, Different Boundary: Evaluating Cybersecurity Assistance across Conversational Contexts
Rui Yang, Yang Hong, Yichao Xu +3
Cybersecurity assistance is dual use, requiring decisions about when to answer, limit, or refuse a request. Prior work studies refusal evaluation and conversational jailbreaking, b…