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link-analysis

python implementation of HITS, PageRank, SimRank

mel-ghmf

melbench

Multimodal entity linking (MEL) aims to utilize multimodal information to map mentions to corresponding entities defined in knowledge bases. We release three MEL datasets: Weibo-MEL, Wikidata-MEL and Richpedia-MEL, containing 25,602, 18,880 and 17,806 samples from social media, encyclopedia and multimodal knowledge graphs respectively. A MEL dataset construction approach is proposed, including five stages: multimodal information extraction, mention extraction, entity extraction, triple construction and dataset construction. Experiment results demonstrate the usability of the datasets and the distinguishability between baseline models.

multihop-knowledge-graph-reasoning

multimodal-deep-learning

This repository contains various models targetting multimodal representation learning, multimodal fusion for downstream tasks such as multimodal sentiment analysis.

nca-osm-to-kgs

This repository provides the code for implementing the class alignments between OpenStreetMap and Knowledge Graphs using an auxiliary neural classification model based on linked entities between OSM and KG

psml

Towards Improving Embedding Based Models of Social Network Alignment via Pseudo Anchors

re-gcn

This is the official code release of the following paper: Zixuan Li, Xiaolong Jin, Wei Li, Saiping Guan, Jiafeng Guo, Huawei Shen, Yuanzhuo Wang and Xueqi Cheng. Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning

reale

reform

robust-gcn

Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".

rsimea

sane

The released code for the paper: Search to aggregate neighborhood for graph neural network, in ICDE 2021.

space2vec

Gengchen Mai, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, Ni Lao. Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells, In: Proceedings of ICLR 2020, Apr. 26 - 30, 2020, Addis Ababa, ETHIOPIA .

stare

EMNLP 2020: Message Passing for Hyper-Relational Knowledge Graphs

time-aware-incremental-embedding

time2box

titer

tkbc

An Interpretable Multi-hop Reasoning (IMR) model for temporal KG forecasting.

unsup-cross-lingual-embedding-transfer

Code for "Unsupervised Cross-lingual Transfer of Word Embedding Spaces" in EMNLP 2018

worldkg-knowledge-graph

This repository contains the details and codes to reproduce the WorldKG knowledge graph.

xerte

zheclean

Code for the paper "ZHEClean: Cleaning Dirty Knowledge Graphs using Zero Human-labeled Examples"