GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs

Summary: GENTI: GPU-oriented walk-based SGRL for dynamic graphs, decoupling subgraph extraction into CPU neighbor sampling and asynchronous GPU subgraph gathering with bespoke dynamic-graph structures. Delivers up to 30x extraction and 26x end-to-end speedups, scaling to 1.3B edges. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13457
Venue: VLDB
Year: 2024
Pagerank: 4.6610143e-05
Overall Rank: 7,749 | 46.10%
DOI: 10.14778/3665844.3665856

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,011	A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness	2026	SIGMOD	4.1945683e-05
10,035	SWIFT: Enabling Large-Scale Temporal Graph Learning on a Single Machine	2026	SIGMOD	4.1945683e-05
10,322	Understanding Evolving Graph Structures for Large Discrete-Time Dynamic Graph Representation	2026	VLDB	4.1945683e-05
10,673	When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
278	AliGraph: A Comprehensive Graph Neural Network Platform	2019	VLDB	0.00029230623
636	APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding	2021	SIGMOD	0.00018846494
1,387	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.00012261568
3,709	Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank	2023	VLDB	6.8242482e-05
5,007	Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning	2022	VLDB	5.763689e-05
5,420	SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization	2022	VLDB	5.5157743e-05
5,443	Decoupled Graph Neural Networks for Large Dynamic Graphs	2023	VLDB	5.5025808e-05
6,039	SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning	2023	VLDB	5.2413564e-05
7,924	Distributed Graph Embedding with Information-Oriented Random Walks	2023	VLDB	4.6154072e-05
8,610	Efficient Dynamic Weighted Set Sampling and Its Extension	2024	VLDB	4.4853485e-05

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Overall Rank	Paper	Year	Venue	Pagerank
7,924	Distributed Graph Embedding with Information-Oriented Random Walks	2023	VLDB	4.6154072e-05
1,387	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.00012261568
7,014	SIMPLE: Efficient Temporal Graph Neural Network Training at Scale with Dynamic Data Placement	2024	SIGMOD	4.8616315e-05
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11,017	FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework	2024	VLDB	4.1945683e-05
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