domain transfer 1graph language models 1knowledge graphs 1multi-hop reasoning 1retrieval-augmented generation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.AI2026
GLM-RAG: Graph Language Models for Graph-Based Retrieval-Augmented Generation
Maya Arseven, Anette Frank, Beni Egressy +2
The paper introduces a graph language model (GLM) based retriever for retrieval-augmented generation over knowledge graphs and compares it with GNN‑based and vector‑search retrieve…
cs.LG2024
Beyond Pairwise Correlations: Higher-Order Redundancies in Self-Supervised Representation Learning
David Zollikofer, Béni Egressy, Frederik Benzing +2
Several self-supervised learning (SSL) approaches have shown that redundancy reduction in the feature embedding space is an effective tool for representation learning. However, the…
cs.LG2024
Graph Dimension Attention Networks for Enterprise Credit Assessment
Shaopeng Wei, Beni Egressy, Xingyan Chen +4
Enterprise credit assessment is critical for evaluating financial risk, and Graph Neural Networks (GNNs), with their advanced capability to model inter-entity relationships, are a…