2 papers
cs.AI2026
GRADS: Graph-Regulated Agentic Data Synthesis with Controllable Difficulty
Gaocheng Yang, Ruijie Tao, Kai Ye +3
Deep research agents are increasingly deployed to retrieve precise information from large corpora, yet multi-hop, long-horizon tasks remain challenging. Synthetic data generation h…
cs.IR2026
Idea2Prior: Auditable Paper Retrieval and Ranking from Research Ideas
Shitian Yang, Ruijie Tao, Jian Huang
Finding a paper from an informal research idea requires more than matching topic words: relevant work may use different terminology, and its distinguishing mechanism may be absent…