প্রচ্ছদ

TopoX: A Suite of Python Packages for Machine Learning on Topological Domains

সংরক্ষণ করুন:
প্রকাশিত:arXiv.org (Dec 9, 2024), p. n/a
প্রধান লেখক: Hajij, Mustafa
অন্যান্য লেখক: Papillon, Mathilde, Frantzen, Florian, Agerberg, Jens, AlJabea, Ibrahem, Ballester, Rubén, Battiloro, Claudio, Bernárdez, Guillermo, Birdal, Tolga, Brent, Aiden, Chin, Peter, Escalera, Sergio, Fiorellino, Simone, Odin Hoff Gardaa, Gopalakrishnan, Gurusankar, Govil, Devendra, Hoppe, Josef, Maneel Reddy Karri, Khouja, Jude, Lecha, Manuel, Livesay, Neal, Meißner, Jan, Mukherjee, Soham, Nikitin, Alexander, Papamarkou, Theodore, Prílepok, Jaro, Karthikeyan Natesan Ramamurthy, Rosen, Paul, Guzmán-Sáenz, Aldo, Salatiello, Alessandro, Samaga, Shreyas N, Scardapane, Simone, Schaub, Michael T, Scofano, Luca, Spinelli, Indro, Telyatnikov, Lev, Truong, Quang, Walters, Robin, Yang, Maosheng, Zaghen, Olga, Zamzmi, Ghada, Zia, Ali, Miolane, Nina
প্রকাশিত:
Cornell University Library, arXiv.org
বিষয়গুলি:
Algorithms
Python
Message passing
Computation
Source code
Packages
Neural networks
Machine learning
Combinatorial analysis
Domains
Topology
Vector spaces
অনলাইন ব্যবহার করুন:Citation/Abstract
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সার সংক্ষেপ:We introduce TopoX, a Python software suite that provides reliable and user-friendly building blocks for computing and machine learning on topological domains that extend graphs: hypergraphs, simplicial, cellular, path and combinatorial complexes. TopoX consists of three packages: TopoNetX facilitates constructing and computing on these domains, including working with nodes, edges and higher-order cells; TopoEmbedX provides methods to embed topological domains into vector spaces, akin to popular graph-based embedding algorithms such as node2vec; TopoModelX is built on top of PyTorch and offers a comprehensive toolbox of higher-order message passing functions for neural networks on topological domains. The extensively documented and unit-tested source code of TopoX is available under MIT license at https://pyt-team.github.io/}{https://pyt-team.github.io/.
আইএসএসএন:2331-8422
সম্পদ:Engineering Database