Quanyu Long

LLM agents can now dynamically curate multimodal memory on-demand, achieving optimal performance-cost-latency trade-offs by intelligently choosing between pre-computed and runtime-generated evidence.

VideoLMs can significantly enhance their temporal understanding by leveraging a counterfactual approach that reveals hidden dynamics in video data.

The fragmented field of world modeling can now be unified under a "levels x laws" taxonomy, revealing critical gaps in autonomous model revision and decision-centric evaluation.