paper_list

Subgraph Matching on GPUs

Year	Conference	Title	Exploration Approach	Paper	Code
2022	IPDPS	PARSEC: PARallel Subgraph Enumeration in CUDA	Hybrid BFS & DFS	PDF
2022	SC	STMatch: Accelerating Graph Pattern Matching on GPU with Stack-Based Loop Optimizations		PDF
2022	SC	VSGM: View-Based GPU-Accelerated Subgraph Matching on Large Graphs		PDF	Github

Subgraph Matching on CPUs

Year	Conference	Title	Exploration Approach	Paper	Code
2019	SIGMOD	CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching		PDF
2019	VLDB	Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins		PDF
2021	SIGMOD	Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching		PDF
2021	SIGMOD	HUGE: An Efficient and Scalable Subgraph Enumeration System		PDF

Survey

Year	Conference	Title	Exploration Approach	Paper	Code
2012	VLDB	An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases		PDF
2019	VLDB	Distributed Subgraph Matching on Timely Dataflow		PDF
2020	SIGMOD	In-Memory Subgraph Matching: An In-depth Study		PDF

Tensor Computation Runtimes

Year	Conference	Title	Paper	Code
2021	VLDB	Tensors: an abstraction for general data processing	PDF
2022	VLDB	Query Processing on Tensor Computation Runtimes	PDF

Others

Year	Conference	Title	Paper	About
2021	VLDB	Columnar Storage and List-based Processing for Graph Database Management Systems	PDF	Clumnar Storage
2023	ICDE	HyTGraph: GPU-Accelerated Graph Processing with Hybrid Transfer Management	PDF	CPU-GPU Transfer Management
2023	ICDE	GAMMA: A Graph Pattern Mining Framework for Large Graphs on GPU		CPU-GPU Transfer Management
2023	ICDE	These Rows Are Made for Sorting and That’s Just What We’ll Do	PDF	Multi-Column Sorting

learning resources:

Pytorch Documentation: https://pytorch.org/docs/

Pytorch C++ APIs: https://pytorch.org/cppdocs

CUDA C++ Programming Guide: https://docs.nvidia.com/cuda/cuda-c-programming-guide/