Scalable and Effective Bipartite Network Embedding
Summary: GEBE offers a generic BNE for bipartite graphs, preserving multi-hop proximity between U and V with two measures: Poisson/Geometric/Uniform. A unified objective with efficiency tricks enables scalable training; GEBEp (Poisson-based) delivers top-N and link-prediction gains with speedups. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Renchi Yang (National University of Singapore)
- 2. Jieming Shi (Hong Kong Polytechnic University)
- 3. Keke Huang (National University of Singapore)
- 4. Xiaokui Xiao (National University of Singapore)
BibTeX Citation
@inproceedings{yang_sigmod22,
title = {{Scalable and Effective Bipartite Network Embedding}},
author = {Yang, Renchi and Shi, Jieming and Huang, Keke and Xiao, Xiaokui},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517838},
url = {https://dl.acm.org/doi/10.1145/3514221.3517838},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,324 | EARLY: Efficient and Reliable Graph Neural Network for Dynamic Graphs | 2023 | SIGMOD | 5.8137796e-05 |
| 8,077 | Billion-Scale Bipartite Graph Embedding: A Global-Local Induced Approach | 2024 | VLDB | 5.3942942e-05 |
| 10,261 | Efficient High-Quality Clustering for Large Bipartite Graphs | 2024 | SIGMOD | 5.050482e-05 |
| 10,263 | BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank | 2024 | VLDB | 5.050482e-05 |
| 10,567 | Estimating Biclique Counts with Accuracy Guarantees | 2026 | SIGMOD | 4.9793485e-05 |
| 11,458 | Efficient Graph Embedding Generation and Update for Large-Scale Temporal Graph | 2025 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 788 | Simrank++: Query Rewriting through Link Analysis of the Click Graph | 2008 | VLDB | 0.00013980547 |
| 1,222 | Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks | 2019 | VLDB | 0.00011463714 |
| 1,835 | Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank | 2020 | VLDB | 9.5368647e-05 |
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