More recent advances in (hyper) graph partitioning

Ü Çatalyürek, K Devine, M Faraj, L Gottesbüren… - ACM Computing …, 2023 - dl.acm.org
In recent years, significant advances have been made in the design and evaluation of
balanced (hyper) graph partitioning algorithms. We survey trends of the past decade in …

High-quality hypergraph partitioning

S Schlag, T Heuer, L Gottesbüren… - ACM Journal of …, 2023 - dl.acm.org
Hypergraphs are a generalization of graphs where edges (aka nets) are allowed to connect
more than two vertices. They have a similarly wide range of applications as graphs. This …

Distributed deep multilevel graph partitioning

P Sanders, D Seemaier - European conference on parallel processing, 2023 - Springer
We describe the engineering of the distributed-memory multilevel graph partitioner
dKaMinPar. It scales to (at least) 8192 cores while achieving partitioning quality comparable …

K-SpecPart: Supervised embedding algorithms and cut overlay for improved hypergraph partitioning

I Bustany, AB Kahng, I Koutis… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
State-of-the-art hypergraph partitioners follow the multilevel paradigm that constructs
multiple levels of progressively coarser hypergraphs that are used to drive cut refinement on …

An end-to-end bi-objective approach to deep graph partitioning

P Wei, Y Fang, Z Wen, Z Xiao, B Chen - Neural Networks, 2025 - Elsevier
Graphs are ubiquitous in real-world applications, such as computation graphs and social
networks. Partitioning large graphs into smaller, balanced partitions is often essential, with …

Deterministic parallel hypergraph partitioning

L Gottesbüren, M Hamann - European Conference on Parallel Processing, 2022 - Springer
Balanced hypergraph partitioning is a classical NP-hard optimization problem with
applications in various domains such as VLSI design, simulating quantum circuits …

Parallel Unconstrained Local Search for Partitioning Irregular Graphs

N Maas, L Gottesbüren, D Seemaier - 2024 Proceedings of the Symposium on …, 2024 - SIAM
We present new refinement heuristics for the balanced graph partitioning problem that break
with an age-old rule. Traditionally, local search only permits moves that keep the block sizes …

Labeled graph partitioning scheme for distributed edge caching

P Wang, S Li, G Sun, C Zhou, C Gao, S Qiu… - Future Generation …, 2024 - Elsevier
Distributed edge caching could address latency and congestion problems in large-scale
data access effectively, improving system throughput and performance. However, the lack of …

Local motif clustering via (hyper) graph partitioning

A Chhabra, MF Faraj, C Schulz - Proceedings of the International …, 2022 - ojs.aaai.org
Local clustering consists of finding a good cluster around a seed node in a graph. Recently
local motif clustering has been proposed: it is a local clustering approach based on motifs …

Local motif clustering via (hyper) graph partitioning

A Chhabra, MF Faraj, C Schulz - 2023 Proceedings of the Symposium on …, 2023 - SIAM
A widely-used operation on graphs is local clustering, ie, extracting a well-characterized
community around a seed node without the need to process the whole graph. Recently local …