Zhenpeng Li

Local structural descriptors are blind to dynamic exhaustion: giant mobile clusters act as dense cooperative hotspots that predictably freeze next, providing predictive signal completely orthogonal to standard machine-learned softness.

Automated security decisions can achieve over 90% compliance with risk targets while maintaining high automation accuracy through a novel decision-contract theory.