2 papers
cs.DB2026
InquiTree: Evaluating AI Agents in the Scientific Inquiry Loop with Paper-Derived Research Trees
Shaoyang Cui
While LLM-based agents are increasingly used in scientific workflows, it remains unclear whether they are truly qualified for the dynamic and uncertain process of discovery. Existi…
cs.CV2026
VidNum: Diagnosing VLM Failure Modes in Video-Grounded Numerical Reasoning
Shaoyang Cui, Lingbei Meng, Yaodi Luo +1
Video-grounded numerical reasoning requires Vision-Language Models (VLMs) to identify, track, and combine quantitative evidence across frames, actions, and scene changes. Existing…