3 papers
cs.LG2025
GED-Consistent Disentanglement of Aligned and Unaligned Substructures for Graph Similarity Learning
Zhentao Zhan, Xiaoliang Xu, Jingjing Wang +1
Graph Similarity Computation (GSC) is a fundamental graph related task where Graph Edit Distance (GED) serves as a prevalent metric. GED is determined by an optimal alignment betwe…
cs.CL2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths
Jingjin Wang, Jiawei Han
Retrieval Augmented Generation (RAG) has become the standard approach for equipping Large Language Models (LLMs) with up-to-date knowledge. However, standard RAG, relying on indepe…
cs.AI2025
LLMs can Realize Combinatorial Creativity: Generating Creative Ideas via LLMs for Scientific Research
Tianyang Gu, Jingjin Wang, Zhihao Zhang +1
Scientific idea generation has been extensively studied in creativity theory and computational creativity research, providing valuable frameworks for understanding and implementing…