Efficient Batch Dynamic Graphlet Counting

[2308.14493] Efficient Batch Dynamic Graphlet Counting - arXiv

We are the first to propose an efficient algorithm for maintaining graphlets in a fully dynamic network. Our algorithm is efficient because (1) ...

Efficient Batch Dynamic Graphlet Counting - arXiv

We are the first to propose an efficient algorithm for maintaining graphlets in a fully dynamic network. Our algorithm is efficient because (1) ...

(PDF) Efficient Batch Dynamic Graphlet Counting - ResearchGate

Our algorithm is efficient because (1) we consider only the region of changes in the graph for updating the graphlet count, and (2) we use an ...

Efficient Batch Dynamic Graphlet Counting. - DBLP

Bibliographic details on Efficient Batch Dynamic Graphlet Counting.

Efficient Automatic Batching of Dynamic Neural Networks via ...

counts the operations in a batch. Currently, PQ tree memory optimization is applied to every. 2Perform by standard REDUCE step in the Vanilla PQ tree.

On-the-fly Operation Batching in Dynamic Computation Graphs

Thus, careful grouping of operations into batches that can execute efficiently in parallel is crucial for making the most of available hardware resources. Today ...

Efficiently Answering Shortest Path Counting on Dynamic Graphs

Challenges and Contributions: Reconstructing the index after each change or after a batch of changes is a straightforward solution to the aforementioned issue.

Efficient Graphlet Counting for Large Networks - Semantic Scholar

This paper proposes a fast, efficient, and parallel algorithm for counting graphlets of size k={3,4}-nodes that take only a fraction of the time to compute ...

Parallel Batch-Dynamic Subgraph Maintenance

- Problem: Maintain subgraph counting in a batch parallel and dynamic ... ○ Work-Efficient = The total work is the same as the best sequential version for ...

Graphlet Decomposition: Framework, Algorithms, and Applications

To address these problems, we propose a fast, efficient, and parallel algorithm for counting graphlets of size k = {3, 4}-nodes that take only a fraction of the ...

ETC: Efficient Training of Temporal Graph Neural Networks over ...

Input: Dynamic graph G; information loss threshold 𝜀. Output: Batches B1, B2, ..., BK . 1: Initialize an update counter: Cu ← 0;.

Efficient Graphlet Counting for Large Networks | Request PDF

For each edge, we count a few graphlets, and with these counts along with the combinatorial arguments, we obtain the exact counts of others in constant time. On ...

Exact and Parallel Triangle Counting in Dynamic Graphs

efficient algorithm for finding the exact number of trian- gles in a ... 3 depict the update rate for counting triangles as a function of the batch size.

Parallel Batch-Dynamic Graph Connectivity - ACM Digital Library

time per query. We design a parallel batch-dynamic connectivity algorithm that is work-efficient with respect to the HDT algorithm for small batch sizes ...

batch dynamic labelling for distance queries on large-scale networks

In this article, we study batch-dynamic algorithms that are capable of updating distance labelling efficiently in order to reflect the effects of rapid changes ...

Optimizing Dynamic-Graph Data Structures on Multicores ... - YouTube

Helen Xu https://simons.berkeley.edu/talks/helen-xu-2023-09-18 Dynamic Graphs and Algorithm Design Developing fast codes to solve large ...

A deep learning framework for graphlet count estimation - Hal-Inria

... batch size as 32. For some rare cases, the 0.001 learning rate ... Efficient graphlet counting for large networks. In Data Mining (ICDM) ...

Scalable Motif Counting on Large-Scale Dynamic Graphs - SC24

Keywords. Motif Counting, Graphlets, Dynamic Graphs, Parallel Algorithm. ACM Reference Format: Ali Khan, Sanjukta Bhowmick, and Michela Taufer. 2024.

Answering Distance Queries on Batch-Dynamic Networks at Scale

However, it is challenging to design dynamic algorithms that are capable of supporting such graph changes efficiently. ... We devise batch-dynamic ...

DPTL+: Efficient Parallel Triangle Listing on Batch-Dynamic Graphs

We follow up by taking advantage of a graph's degree distributions and designed a more sophisticated algorithm, namely DPTL+. We show that DPTL+ can achieve the ...