Mingda Li

Streaming video assistants face an unresolved utility–latency–storage trilemma the moment interactions are interrupted across sessions, exposing acute failures in long-term recall and missing-evidence awareness.

Click intent matters—MARCO achieves nearly perfect calibration and boosts conversions by 2.80% by treating clicks as distinct signals rather than uniform events.

ATLAS achieves over 500-fold efficiency in sampling amorphous materials while maintaining less than 0.2% free energy error, revolutionizing the approach to material design.