A survey on distributed graph pattern matching in massive graphs

S Bouhenni, S Yahiaoui… - ACM Computing …, 2021 - dl.acm.org
Besides its NP-completeness, the strict constraints of subgraph isomorphism are making it
impractical for graph pattern matching (GPM) in the context of big data. As a result, relaxed …

Efficient subgraph matching: Harmonizing dynamic programming, adaptive matching order, and failing set together

M Han, H Kim, G Gu, K Park, WS Han - Proceedings of the 2019 …, 2019 - dl.acm.org
Subgraph matching (or subgraph isomorphism) is one of the fundamental problems in graph
analysis. Extensive research has been done to develop practical solutions for subgraph …

In-memory subgraph matching: An in-depth study

S Sun, Q Luo - Proceedings of the 2020 ACM SIGMOD International …, 2020 - dl.acm.org
We study the performance of eight representative in-memory subgraph matching algorithms.
Specifically, we put QuickSI, GraphQL, CFL, CECI, DP-iso, RI and VF2++ in a common …

Ceci: Compact embedding cluster index for scalable subgraph matching

B Bhattarai, H Liu, HH Huang - … of the 2019 International Conference on …, 2019 - dl.acm.org
Subgraph matching finds all distinct isomorphic embeddings of a query graph on a data
graph. For large graphs, current solutions face the scalability challenge due to expensive …

Optimizing subgraph queries by combining binary and worst-case optimal joins

A Mhedhbi, S Salihoglu - Proceedings of the VLDB Endowment, 2019 - dl.acm.org
We study the problem of optimizing subgraph queries using the new worst-case optimal join
plans. Worst-case optimal plans evaluate queries by matching one query vertex at a time …

Peregrine: a pattern-aware graph mining system

K Jamshidi, R Mahadasa, K Vora - Proceedings of the Fifteenth …, 2020 - dl.acm.org
Graph mining workloads aim to extract structural properties of a graph by exploring its
subgraph structures. General purpose graph mining systems provide a generic runtime to …

Atomic commitment across blockchains

V Zakhary, D Agrawal, AE Abbadi - arxiv preprint arxiv:1905.02847, 2019 - arxiv.org
The recent adoption of blockchain technologies and open permissionless networks suggest
the importance of peer-to-peer atomic cross-chain transaction protocols. Users should be …

{ModelKeeper}: Accelerating {DNN} training via automated training warmup

F Lai, Y Dai, HV Madhyastha… - 20th USENIX Symposium …, 2023 - usenix.org
With growing deployment of machine learning (ML) models, ML developers are training or re-
training increasingly more deep neural networks (DNNs). They do so to find the most …

Rapidmatch: A holistic approach to subgraph query processing

S Sun, X Sun, Y Che, Q Luo, B He - Proceedings of the VLDB …, 2020 - dl.acm.org
A subgraph query searches for all embeddings in a data graph that are identical to a query
graph. Two kinds of algorithms, either graph exploration based or join based, have been …

Versatile equivalences: Speeding up subgraph query processing and subgraph matching

H Kim, Y Choi, K Park, X Lin, SH Hong… - Proceedings of the 2021 …, 2021 - dl.acm.org
Subgraph query processing (also known as subgraph search) and subgraph matching are
fundamental graph problems in many application domains. A lot of efforts have been made …