3 papers
cs.LG2025
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases
Alfred Clemedtson, Borun Shi
Large language models have shown remarkable language processing and reasoning ability but are prone to hallucinate when asked about private data. Retrieval-augmented generation (RA…
cs.LG2025
GDS Agent for Graph Algorithmic Reasoning
Borun Shi, Ioannis Panagiotas
Large language models (LLMs) have shown remarkable multimodal information processing and reasoning ability. When equipped with tools through function calling and enhanced with retr…
cs.LG2024
Graph Neural Networks on Graph Databases
Dmytro Lopushanskyy, Borun Shi
Training graph neural networks on large datasets has long been a challenge. Traditional approaches include efficiently representing the whole graph in-memory, designing parameter e…