Mingzhe Du

Named-material rendering is largely solved, but grounding materials from pixels remains an open challenge, as evidenced by significant performance drops with reference-image conditioning.

Ockhamareto catches 49.9% of bugs with 2.60 tests on average, outperforming the best existing methods while using fewer resources.

Learning high-level strategies can boost vulnerability reproduction success rates by over 20%, revolutionizing how we approach software security tasks.