Benedek Rozemberczki (@benedekrozemberczki)
github

benedekrozemberczki

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Top repositories

1

awesome-graph-classification

A collection of important graph embedding, classification and representation learning papers with implementations.
Python
4,666
star
2

pytorch_geometric_temporal

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
Python
2,455
star
3

awesome-decision-tree-papers

A collection of research papers on decision, classification and regression trees with implementations.
Python
2,248
star
4

awesome-community-detection

A curated list of community detection research papers with implementations.
Python
2,224
star
5

karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
Python
2,065
star
6

awesome-fraud-detection-papers

A curated list of data mining papers about fraud detection.
Python
1,481
star
7

CapsGNN

A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).
Python
1,216
star
8

awesome-gradient-boosting-papers

A curated list of gradient boosting research papers with implementations.
Python
966
star
9

graph2vec

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
Python
860
star
10

ClusterGCN

A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).
Python
757
star
11

littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)
Python
676
star
12

SimGNN

A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).
Python
657
star
13

awesome-monte-carlo-tree-search-papers

A curated list of Monte Carlo tree search papers with implementations.
Python
565
star
14

datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.
551
star
15

GraphWaveletNeuralNetwork

A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
Python
548
star
16

MixHop-and-N-GCN

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).
Python
395
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17

APPNP

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
Python
351
star
18

AttentionWalk

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
Python
309
star
19

SGCN

A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
Python
262
star
20

GAM

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).
Python
261
star
21

GEMSEC

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
Python
244
star
22

SEAL-CI

A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
Python
204
star
23

shapley

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
Python
203
star
24

Splitter

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
Python
203
star
25

DANMF

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
Python
194
star
26

GraphWaveMachine

A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
Python
176
star
27

role2vec

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Python
158
star
28

MUSAE

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)
Python
136
star
29

EdMot

An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)
Python
128
star
30

M-NMF

An implementation of "Community Preserving Network Embedding" (AAAI 2017)
Python
119
star
31

diff2vec

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
Python
117
star
32

LabelPropagation

A NetworkX implementation of Label Propagation from a "Near Linear Time Algorithm to Detect Community Structures in Large-Scale Networks" (Physical Review E 2008).
Python
111
star
33

walklets

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
Python
98
star
34

tigerlily

TigerLily: Finding drug interactions in silico with the Graph.
Jupyter Notebook
95
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35

BANE

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).
Python
85
star
36

EgoSplitting

A NetworkX implementation of "Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters" (KDD 2017).
Python
80
star
37

ASNE

A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
Python
77
star
38

TENE

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).
Python
71
star
39

SINE

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).
Python
69
star
40

RolX

An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)
Python
58
star
41

GraRep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).
Python
58
star
42

PDN

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)
Python
55
star
43

TADW

An implementation of "Network Representation Learning with Rich Text Information" (IJCAI '15).
Python
54
star
44

spatiotemporal_datasets

Spatiotemporal datasets collected for network science, deep learning and general machine learning research.
43
star
45

NMFADMM

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).
Python
40
star
46

FEATHER

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".
Python
40
star
47

BoostedFactorization

An implementation of "Multi-Level Network Embedding with Boosted Low-Rank Matrix Approximation" (ASONAM 2019).
Python
33
star
48

resolutions-2019

A list of data mining and machine learning papers that I implemented in 2019.
20
star
49

OrbitalFeatures

A sparsity aware implementation of "Biological Network Comparison Using Graphlet Degree Distribution" (Bioinformatics 2007)
Python
19
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50

FSCNMF

An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".
Python
18
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51

GRAF

Inner product natural graph factorization machine used in 'GEMSEC: Graph Embedding with Self Clustering' .
Python
10
star
52

HullCoverConditionedUnitDiskGraph

A generator for unit disk graphs conditioned on concave hull cover.
Python
8
star
53

AV_Ultimate_Student_Hunt

Solution for the Ultimate Student Hunt Challenge (1st place).
R
8
star
54

NestedSubtreeHash

A distributed implementation of "Nested Subtree Hash Kernels for Large-Scale Graph Classification Over Streams" (ICDM 2012).
Python
7
star
55

Societe-General

Solution for ENS - Societe Generale Challenge (1st place).
R
5
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56

resolutions-2020

4
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57

graphmining.ai

Benedek Rozemberczki Personal Webpage
4
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58

benedekrozemberczki

3
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