Wenliang Liang

Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models

Created2024-09-27

Multimodal Foundation Models: From Specialists to General-Purpose Assistants

Created2024-09-27

Graph Intelligence with Large Language Models and Prompt Learning

Created2024-09-27

LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions

Created2024-09-27

Towards Explainable Traffic Flow Prediction with Large Language Models

Created2024-09-27

Learning Dynamic User Interest Sequence in Knowledge Graphs for Click-Through Rate Prediction

Created2024-09-27

Link Prediction Based on Graph Neural Networks

Created2024-09-27|文献笔记•参数预测

第一作者：Muhan Zhang, Yixin Chen 作者单位：Washington University 发表时间：2018 发表期刊：NeurIPS 2018 关键内容：提出了一种图链接预测启发式算法 \(\gamma\)-decaying heuristic，并提出了SEAL(learning from Subgraphs, Embeddings and Attributes for Link prediction)预测框架. 图1 1. 引言 enclosing subgraph: The enclosing subgraph for a node pair (x, y) is the subgraph induced from the network by the union of x and y’s neighbors up to h hops. 常用的链接预测启发式算法：Katz, rooted PageRank and SimRank. Katz index: 给邻居节点赋予不同的权重, 对于短路径赋予较大的权重, 而长路径赋予较小的权重。 Page ...

GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs

Created2024-09-27

Leveraging A Medical Knowledge Graph into Large Language Modelsfor Diagnosis Prediction

Created2024-09-27

RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records

Created2024-09-27