2 papers
cs.CL2026
DeepInstructor: An Agentic AI Instructor for Experience-Driven Idea Evaluation
Rongcan Pei, Fang Guo, Qinglin Qi +7
As automated scientific discovery advances, Large Language Models (LLMs) can now generate research ideas at an unprecedented scale, shifting the bottleneck from idea generation to…
cs.SI2026
ProbeWalk: Fast Estimation of Biharmonic Distance on Graphs via Probe-Driven Random Walks
Dehong Zheng, Zhongzhi Zhang
The biharmonic distance is a fundamental metric on graphs that measures the dissimilarity between two nodes, capturing both local and global structures. It has found applications a…