GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection

Summary: GLP is a GPU-based graph label propagation framework that enables real-time fraud detection on TaoBao's large user-interaction graphs. It offers expressive APIs and GPU-centric optimizations that exploit community structure and power-law properties, delivering 8.2x single-GPU speedup over in-house multicore pipelines on billion-scale workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6056
Venue: SIGMOD
Year: 2021
Pagerank: 4.8097601e-05
Overall Rank: 7,157 | 50.26%
DOI: 10.1145/3448016.3452774

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,570	Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses	2024	VLDB	5.4280174e-05
7,694	LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR	2024	SIGMOD	4.6712753e-05
8,425	Spade: A Real-Time Fraud Detection Framework on Evolving Graphs	2023	VLDB	4.5111051e-05
9,040	RUSH: Real-time Burst Subgraph Detection in Dynamic Graphs	2024	VLDB	4.3997447e-05
9,486	Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries	2024	VLDB	4.3300131e-05
10,484	Community Detection in Heterogeneous Information Networks Without Materialization	2025	SIGMOD	4.1905499e-05
10,489	Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs	2025	SIGMOD	4.1905499e-05
10,951	gSWORD: GPU-accelerated Sampling for Subgraph Counting	2024	SIGMOD	4.1905499e-05
11,174	Sequence-Based Target Coin Prediction for Cryptocurrency Pump-and-Dump	2023	SIGMOD	4.1905499e-05
11,268	MINT: Detecting Fraudulent Behaviors from Time-series Relational Data	2023	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2,055	Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework	2015	VLDB	9.680119e-05
2,362	Incremental Maintenance for Non-Distributive Aggregate Functions	2002	VLDB	8.9627806e-05
3,235	iBFS: Concurrent Breadth-First Search on GPUs	2016	SIGMOD	7.3298263e-05
3,488	GPU-Accelerated Subgraph Enumeration on Partitioned Graphs	2020	SIGMOD	7.0460627e-05
4,525	GPU-based Graph Traversal on Compressed Graphs	2019	SIGMOD	6.1087614e-05
4,670	Realtime Top-k Personalized PageRank over Large Graphs on GPUs	2020	VLDB	6.0027844e-05
5,693	Parallel Personalized PageRank on Dynamic Graphs	2018	VLDB	5.3683002e-05
7,711	Accelerating Exact Constrained Shortest Paths on GPUs	2021	VLDB	4.6670758e-05

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