Temporal relational graph convolutional network approach to financial performance prediction
Accurately predicting financial entity performance remains a challenge due to the dynamic nature of financial markets and vast unstructured textual data.
Yuan Fang +5 more
core +1 more source
A Temporal Knowledge Graph Generation Dataset Supervised Distantly by Large Language Models. [PDF]
Zhu J, Fu Y, Zhou J, Chen D.
europepmc +1 more source
A temporal knowledge graph reasoning model based on recurrent encoding and contrastive learning. [PDF]
Liu W +4 more
europepmc +1 more source
Question Answering Over Spatio-Temporal Knowledge Graph
Spatio-temporal knowledge graphs (STKGs) extend the concept of knowledge graphs (KGs) by incorporating time and location information. While the research community's focus on Knowledge Graph Question Answering (KGQA), the field of answering questions ...
Li, Huiying, Qi, Guilin, Dai, Xinbang
core
Temporal Knowledge Graph Completion Based on Historical Summary Enhancement
Temporal knowledge graph completion aims to predict future missing entity links based on historical observed facts. To overcome the issues of remote information truncation and redundant noise, a method named Historical Summary Enhancement (HSE) was ...
TIAN Xiaowei +3 more
doaj
AResKGLM: a graph-grounded language-model framework for interpretable multi-hop antimicrobial resistance reasoning. [PDF]
Ren J +3 more
europepmc +1 more source
Graph-Based Machine Learning for Predicting Drug-Drug Interactions: A Systematic Review. [PDF]
Reza MT +4 more
europepmc +1 more source
Knowledge Graph and Large Language Model-Based Analysis of fMRI Brain Functional Neuroimaging Research. [PDF]
Liu Z +5 more
europepmc +1 more source
A Survey on Temporal Knowledge Graph: Representation Learning and Applications
Knowledge graphs have garnered significant research attention and are widely used to enhance downstream applications. However, most current studies mainly focus on static knowledge graphs, whose facts do not change with time, and disregard their dynamic ...
Mao, Xin +5 more
core
DentalEdu-AI graph: mapping evidence-grounded and knowledge-structured AI for dental education, assessment, and accuracy. [PDF]
Yadalam PK, Karobari MI.
europepmc +1 more source

