TGraph: A Tensor-centric Graph Processing Framework

Summary: Proposes TGraph, the first tensor-centric graph framework that runs on any XPU via Tensor Computation Runtimes (TCRs). It provides a tensor-based computation model with operator abstractions, plus tensor compression and out-of-XPU-memory execution, enabling cross-backend deployment and fast BFS/WCC/SSSP on PyTorch/TensorFlow DL backends and GPUs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7072
Venue: SIGMOD
Year: 2025
Pagerank: 4.3341665e-05
Overall Rank: 9,472 | 34.11%
DOI: 10.1145/3709731

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,044	ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework	2026	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019005923
574	From "Think Like a Vertex" to "Think Like a Graph"	2014	VLDB	0.00019883211
1,171	Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs	2014	VLDB	0.00013511313
1,452	Asynchronous Large-Scale Graph Processing Made Easy	2013	CIDR	0.00011919499
2,449	GraphMat: High performance graph analytics made productive	2015	VLDB	8.7915899e-05
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
4,701	Tensors: An abstraction for general data processing	2021	VLDB	5.9866564e-05
5,088	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	5.7072189e-05
6,105	GRAPE: Parallelizing Sequential Graph Computations	2017	VLDB	5.2078702e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1083405e-05
6,985	CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression	2023	SIGMOD	4.8729387e-05
7,813	GraphScope: A One-Stop Large Graph Processing System	2021	VLDB	4.6441779e-05
8,115	Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction	2019	VLDB	4.5816155e-05
8,146	MiniGraph: Querying Big Graphs with a Single Machine	2023	VLDB	4.5755031e-05
9,455	GraphScope Flex: LEGO-like Graph Computing Stack	2024	SIGMOD	4.3388007e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,121	TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap	2026	SIGMOD	4.1945683e-05
1,387	TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs	2022	VLDB	0.00012261568
5,088	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	5.7072189e-05
10,044	ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework	2026	SIGMOD	4.1945683e-05
5,799	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	5.3219334e-05
5,821	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3134851e-05
4,522	GPU-based Graph Traversal on Compressed Graphs	2019	SIGMOD	6.1146374e-05
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
4,701	Tensors: An abstraction for general data processing	2021	VLDB	5.9866564e-05
9,916	TenGraph: A Tensor-Based Graph Query Engine	2024	VLDB	4.2561557e-05