Methods › Graphs › Graph Embeddings › LINE

Large-scale Information Network Embedding

LINE

9 papers tagged archive 2025-07-28

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

LINE is a novel network embedding method which is suitable for arbitrary types of information networks: undirected, directed, and/or weighted. The method optimizes a carefully designed objective function that preserves both the local and global network structures.

Source: Tang et al.

Image source: Tang et al.

Source: LINE: Large-scale Information Network Embedding

Papers archive 2025-07-28

9 shown of 9, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Highly conserved sequence-specific double-stranded DNA binding networks contributing to divergent genomic evolution of human and chimpanzee brain development
12 Sep 2024 · 0 repositories · arXiv:2409.07812
Robustness of graph embedding methods for community detection
1 May 2024 · 1 repository · arXiv:2405.00636
Bypassing Skip-Gram Negative Sampling: Dimension Regularization as a More Efficient Alternative for Graph Embeddings
30 Apr 2024 · 0 repositories · arXiv:2405.00172
Chatbot Application to Support Smart Agriculture in Thailand
31 Jul 2023 · 0 repositories · arXiv:2308.02524
Generating Post-hoc Explanations for Skip-gram-based Node Embeddings by Identifying Important Nodes with Bridgeness
24 Apr 2023 · 0 repositories · arXiv:2304.12036
Large-Scale Privacy-Preserving Network Embedding against Private Link Inference Attacks
28 May 2022 · 0 repositories · arXiv:2205.14440
Learning Large-scale Network Embedding from Representative Subgraph
2 Dec 2021 · 0 repositories · arXiv:2112.01442
Generalizable Cross-Graph Embedding for GNN-based Congestion Prediction
10 Nov 2021 · 0 repositories · arXiv:2111.05941
LINE: Large-scale Information Network Embedding
12 Mar 2015 · 9 repositories · arXiv:1503.03578

Syntology ran 0 of 3 samples · 3 unverified

Tasks archive 2025-07-28

14 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Graph Embedding	5
Link Prediction	3
Network Embedding	3
Node Classification	2
Chatbot	1
Community Detection	1
Decision Making	1
GPU	1
Graph Neural Network	1
Graph Sampling	1
Privacy Preserving	1
Recommendation Systems	1
Representation Learning	1
Self-Supervised Learning	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (9 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Graph Embeddings

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