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A comprehensive survey and experimental study of subgraph matching: trends, unbiasedness, and interaction
Subgraph matching is a fundamental problem in graph analysis. In recent years, many
subgraph matching algorithms have been proposed, making it pressing and challenging to …
subgraph matching algorithms have been proposed, making it pressing and challenging to …
Parallel k-clique counting on gpus
Counting k-cliques in a graph is an important problem in graph analysis with many
applications such as community detection and graph partitioning. Counting k-cliques is …
applications such as community detection and graph partitioning. Counting k-cliques is …
Mandheling: Mixed-precision on-device dnn training with dsp offloading
This paper proposes Mandheling, the first system that enables highly resource-efficient on-
device training by orchestrating mixed-precision training with on-chip Digital Signal …
device training by orchestrating mixed-precision training with on-chip Digital Signal …
Circinus: Fast redundancy-reduced subgraph matching
Subgraph matching is one of the most important problems in graph analytics. Many
algorithms and systems have been proposed for subgraph matching. Most of these works …
algorithms and systems have been proposed for subgraph matching. Most of these works …
Efficient gpu-accelerated subgraph matching
Subgraph matching is a basic operation in graph analytics, finding all occurrences of a
query graph Q in a data graph G. A common approach is to first filter out non-candidate …
query graph Q in a data graph G. A common approach is to first filter out non-candidate …
A Survey on Concurrent Processing of Graph Analytical Queries: Systems and Algorithms
Graph analytical queries (GAQs) are becoming increasingly important in various domains,
including social networks, recommendation systems, and bioinformatics, among others …
including social networks, recommendation systems, and bioinformatics, among others …
Parallelizing maximal clique enumeration on gpus
We present a GPU solution for exact maximal clique enumeration (MCE) that performs a
search tree traversal following the Bron-Kerbosch algorithm. Prior works on parallelizing …
search tree traversal following the Bron-Kerbosch algorithm. Prior works on parallelizing …
DuMato: An efficient warp-centric subgraph enumeration system for GPU
Subgraph enumeration is a heavy-computing procedure that lies at the core of Graph
Pattern Mining (GPM) algorithms, whose goal is to extract subgraphs from larger graphs …
Pattern Mining (GPM) algorithms, whose goal is to extract subgraphs from larger graphs …
PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware
Graph pattern matching is powerful and widely applicable to many application domains.
Despite the recent algorithm advances, matching patterns in large-scale real-world graphs …
Despite the recent algorithm advances, matching patterns in large-scale real-world graphs …
gsword: Gpu-accelerated sampling for subgraph counting
Subgraph counting is a fundamental component for many downstream applications such as
graph representation learning and query optimization. Since obtaining the exact count is …
graph representation learning and query optimization. Since obtaining the exact count is …