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GitHub / GemsLab 12 Repositories

Code repository for work by the GEMS Lab: https://gemslab.github.io/research/

GemsLab/REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

Language: Python - Size: 6.15 MB - Last synced at: about 2 months ago - Pushed at: about 4 years ago - Stars: 95 - Forks: 16

GemsLab/StrucEmbedding-GraphLibrary

The SEMB library is an easy-to-use tool for getting and evaluating structural node embeddings in graphs.

Language: Python - Size: 133 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 16 - Forks: 4

GemsLab/Network-Data-Career-Transitions

Network datasets of post-PhD career transitions and trajectories in computing research

Size: 165 KB - Last synced at: about 1 year ago - Pushed at: almost 7 years ago - Stars: 3 - Forks: 1

GemsLab/CPGNN

Language: Python - Size: 19.9 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 21 - Forks: 3

GemsLab/hashing-based-network-discovery

Hashing-based network discovery from time series

Language: Python - Size: 137 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 8 - Forks: 3

GemsLab/GLIMPSE-personalized-KGsummarization

Personalized knowledge graph summarization based on historical queries

Language: Python - Size: 31.3 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 6 - Forks: 0

GemsLab/HashAlign

Hashing-based network alignment based on structural features

Language: Python - Size: 34.2 KB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 3

GemsLab/CONE-Align

Network alignment using proximity-preserving node embedding and subspace alignment

Language: Python - Size: 2.13 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 2

GemsLab/EMBER

Node embedding for directed, weighted networks

Language: Python - Size: 650 KB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 6 - Forks: 1

GemsLab/HeteRobust

How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)

Language: Python - Size: 1.13 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 9 - Forks: 0

GemsLab/CAPER

Language: Python - Size: 22.8 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 7 - Forks: 1

GemsLab/RefiNA

Language: Python - Size: 12.1 MB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 3 - Forks: 0

GemsLab/KGist

Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)

Language: Python - Size: 58.3 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 28 - Forks: 5

GemsLab/VoG_Graph_Summarization

Summarization of static graphs using the Minimum Description Length principle

Language: Python - Size: 3.01 MB - Last synced at: about 2 years ago - Pushed at: over 9 years ago - Stars: 25 - Forks: 17

GemsLab/RGM

Fast embedding-based graph classification with connections to kernels

Language: Python - Size: 1.93 MB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 10 - Forks: 4

GemsLab/PhUSION

Language: Python - Size: 4.18 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 2

GemsLab/H2GCN

Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)

Language: Python - Size: 19.9 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 73 - Forks: 15

GemsLab/GroupINN

GNN with summarization/grouping layer for speed and interpretability

Language: Python - Size: 359 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 13 - Forks: 4

GemsLab/GCLAugmentations-BestPractices

Size: 0 Bytes - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 0

GemsLab/LinkWaldo

Select a set of pairs to check in link prediction from the vast, sparse space of possible pairs

Language: Python - Size: 47.2 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

GemsLab/node2bits

Compact time- and attribute-aware node representations

Language: Python - Size: 36.1 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 5 - Forks: 6

GemsLab/PENminer

Measuring the persistence of activity snippets in evolving networks (KDD '20)

Language: Python - Size: 34.9 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 8 - Forks: 4

GemsLab/MultiLENS

Framework for latent network summarization: bridging network embedding and summarization

Language: Python - Size: 601 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 10 - Forks: 2

GemsLab/MCbook_Individual-Collective_GraphMining

Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"

Size: 3.91 KB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 18 - Forks: 9