Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods

Summary: Shows vertex-centric (think-like-a-vertex) frameworks (Pregel/GraphX) are too restrictive for heterogeneous graph analytics and ML. Categorizes recent systems: think-like-a-task for scalable subgraph search and scalable GNN systems, comparing computing models and design techniques. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14182
Venue: VLDB
Year: 2025
Pagerank: 4.6967024e-05
Overall Rank: 7,607 | 47.09%
DOI: 10.14778/3750601.3750695

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,477	Revisiting Graph Analytics Benchmark	2025	SIGMOD	4.3341665e-05
10,839	Property Graph Standards: State of the Art & Open Challenges	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 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
1,089	GRAMI: Frequent Subgraph and Pattern Mining in a Single Large Graph	2014	VLDB	0.00014157922
1,160	Sancus: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks	2022	VLDB	0.00013586221
1,171	Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs	2014	VLDB	0.00013511313
1,329	AGL: A Scalable System for Industrial-purpose Graph Machine Learning	2020	VLDB	0.00012561848
2,400	ByteGNN: Efficient Graph Neural Network Training at Large Scale	2022	VLDB	8.8955105e-05
2,927	Pregel Algorithms for Graph Connectivity Problems with Performance Guarantees	2014	VLDB	7.8823626e-05
3,001	Neural Subgraph Counting with Wasserstein Estimator	2022	SIGMOD	7.7404487e-05
3,009	Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU	2020	VLDB	7.7214924e-05
3,025	NeutronStar: Distributed GNN Training with Hybrid Dependency Management	2022	SIGMOD	7.6906935e-05
3,215	Fractal: A General-Purpose Graph Pattern Mining System	2019	SIGMOD	7.3645742e-05
3,641	GPU-Accelerated Subgraph Enumeration on Partitioned Graphs	2020	SIGMOD	6.8884895e-05
4,968	Efficient GPU-Accelerated Subgraph Matching	2023	SIGMOD	5.7956205e-05
5,149	Scalable Mining of Maximal Quasi-Cliques: An Algorithm-System Codesign Approach	2021	VLDB	5.6627295e-05
6,709	Big Graph Analytics Systems	2016	SIGMOD	4.9529145e-05
6,942	Efficient Training of Graph Neural Networks on Large Graphs	2024	VLDB	4.8922884e-05
7,091	HongTu: Scalable Full-Graph GNN Training on Multiple GPUs	2023	SIGMOD	4.8370645e-05
7,402	A General-Purpose Query-Centric Framework for Querying Big Graphs	2016	VLDB	4.7392415e-05
8,363	Eliminating Data Processing Bottlenecks in GNN Training over Large Graphs via Two-level Feature Compression	2024	VLDB	4.5364942e-05
9,561	T-FSM: A Task-Based System for Massively Parallel Frequent Subgraph Pattern Mining from a Big Graph	2023	SIGMOD	4.3254416e-05
9,566	Quegel: A General-Purpose System for Querying Big Graphs	2016	SIGMOD	4.3254416e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,678	Navigating the Maze of Graph Analytics Frameworks using Massive Graph Datasets	2014	SIGMOD	0.00010933417
1,329	AGL: A Scalable System for Industrial-purpose Graph Machine Learning	2020	VLDB	0.00012561848
4,906	Machine Learning for Big Data	2013	SIGMOD	5.8389053e-05
3,087	Scalable and Efficient Full-Graph GNN Training for Large Graphs	2023	SIGMOD	7.5939896e-05
9,596	Scalable Graph Convolutional Network Training on Distributed-Memory Systems	2023	VLDB	4.319218e-05
5,504	Managing and Mining Large Graphs: Systems and Implementations	2012	SIGMOD	5.4737941e-05
1,877	Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation	2015	VLDB	0.00010236803
4,830	Systems for Big-Graphs	2014	VLDB	5.8924342e-05
6,709	Big Graph Analytics Systems	2016	SIGMOD	4.9529145e-05
10,843	Machine Learning for Graph Data Management and Query Processing	2025	VLDB	4.1945683e-05