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.CV2026
Proactive Physical AI through Continuous Observation and Timely Intervention
Zhenhua Yang, Jiafeng Liang, Xingyu Zhou +26
Physical AI is commonly formulated around an explicitly specified task: given a goal or instruction, a system perceives, reasons, and acts. In many real-world settings, however, im…