From 5f306da5c89ce022473f9cf65ec6d8dec3f935f4 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:32:36 -0400 Subject: [PATCH 01/14] add docs on encapsulation DAG --- docs/source/api/convert.rst | 1 + .../api/convert/xgi.convert.encapsulation_dag.rst | 11 +++++++++++ 2 files changed, 12 insertions(+) create mode 100644 docs/source/api/convert/xgi.convert.encapsulation_dag.rst diff --git a/docs/source/api/convert.rst b/docs/source/api/convert.rst index 9e9bce812..61ecf6915 100644 --- a/docs/source/api/convert.rst +++ b/docs/source/api/convert.rst @@ -9,6 +9,7 @@ convert package ~xgi.convert.bipartite_edges ~xgi.convert.bipartite_graph + ~xgi.encapsulation_dag ~xgi.convert.graph ~xgi.convert.higher_order_network ~xgi.convert.hyperedges diff --git a/docs/source/api/convert/xgi.convert.encapsulation_dag.rst b/docs/source/api/convert/xgi.convert.encapsulation_dag.rst new file mode 100644 index 000000000..ba096704e --- /dev/null +++ b/docs/source/api/convert/xgi.convert.encapsulation_dag.rst @@ -0,0 +1,11 @@ +xgi.convert.encapsulation_dag +============================= + +.. currentmodule:: xgi.convert.encapsulation_dag + +.. automodule:: xgi.convert.encapsulation_dag + + .. rubric:: Functions + + .. autofunction:: to_encapsulation_dag + .. autofunction:: empirical_subsets_filter \ No newline at end of file From 3b9c660a64e3eede414599bf5fd3df520c412ffa Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:32:53 -0400 Subject: [PATCH 02/14] Add link to JOSS paper --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index eea809695..60baa5931 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,7 @@ [![Test Status](https://github.com/xgi-org/xgi/workflows/test/badge.svg?branch=main)](https://github.com/xgi-org/xgi/actions?query=workflow%3A%22test%22) [![codecov](https://codecov.io/gh/xgi-org/xgi/branch/main/graph/badge.svg?token=BI6TX2WDSG)](https://codecov.io/gh/xgi-org/xgi) [![Good First Issue](https://img.shields.io/badge/contribute-Good%20First%20Issue-forest)](https://github.com/xgi-org/xgi/issues?q=is%3Aopen+is%3Aissue+label%3A%22Good+First+Issue%22) +[![DOI](https://doi.org/10.21105/joss.05162/status.svg)](https://doi.org/10.21105/joss.05162) [![pyOpenSci](https://tinyurl.com/y22nb8up)](https://github.com/pyOpenSci/software-review/issues/115) * [**Source**](../../) @@ -98,7 +99,7 @@ We acknowledge the importance of good software to support research, and we note volume = {8}, number = {85}, pages = {5162}, - url = {https://joss.theoj.org/papers/10.21105/joss.05162}, + url = {https://doi.org/10.21105/joss.05162}, } ``` From f1865cb75f524ab44c5e74626986efe27aaf82c5 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:33:17 -0400 Subject: [PATCH 03/14] Updated `Using XGI` --- docs/source/using-xgi.rst | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/docs/source/using-xgi.rst b/docs/source/using-xgi.rst index 48b7a43f8..eecf9a51a 100644 --- a/docs/source/using-xgi.rst +++ b/docs/source/using-xgi.rst @@ -54,6 +54,14 @@ Yuanzhao Zhang, Maxime Lucas, and Federico Battiston, "Higher-order interactions Preprints ========= +2024 +---- + +Gonzalo Contreras-Aso, Regino Criado, Miguel Romance, "Beyond directed hypergraphs: heterogeneous hypergraphs and spectral centralities", arXiv:2403.11825 (2024). + +:bdg-link-primary-line:`Paper ` +:bdg-link-primary-line:`Code ` + 2023 ---- @@ -65,6 +73,7 @@ Gonzalo Contreras-Aso, Cristian Pérez-Corral, and Miguel Romance, "Uplifting ed Iacopo Iacopini, Márton Karsai, and Alain Barrat, "The temporal dynamics of group interactions in higher-order social networks", arXiv:2306.09967 (2023). :bdg-link-primary-line:`Paper ` +:bdg-link-primary-line:`Code ` Yuanzhao Zhang, Per Sebastian Skardal, Federico Battiston, Giovanni Petri, Maxime Lucas, "Deeper but smaller: Higher-order interactions increase linear stability but shrink basins", arXiv:2309.16581 (2023). From 8f1391b4ae0ff0f24df0f2f3759c032ca259a209 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:33:27 -0400 Subject: [PATCH 04/14] updated link to permalink --- CITATION.cff | 2 +- docs/source/index.rst | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/CITATION.cff b/CITATION.cff index f59fdb4d1..f8952464c 100644 --- a/CITATION.cff +++ b/CITATION.cff @@ -65,6 +65,6 @@ preferred-citation: start: 5162 title: "XGI: A Python package for higher-order interaction networks" type: article - url: "https://joss.theoj.org/papers/10.21105/joss.05162" + url: "https://doi.org/10.21105/joss.05162" volume: 8 title: "XGI: A Python package for higher-order interaction networks" \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 9ec38a950..257a1dcb5 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -154,7 +154,7 @@ a citation in your preferred format) or by copying the following BibTeX entry: volume = {8}, number = {85}, pages = {5162}, - url = {https://joss.theoj.org/papers/10.21105/joss.05162}, + url = {https://doi.org/10.21105/joss.05162}, } From 9261c4d808564ab1e194591c5e55a5648b298e57 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:36:15 -0400 Subject: [PATCH 05/14] add link to JOSS paper --- README.md | 2 +- docs/source/index.rst | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 60baa5931..5c332747e 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ Some concrete ways that you can get involved: ## How to Cite -We acknowledge the importance of good software to support research, and we note that research becomes more valuable when it is communicated effectively. To demonstrate the value of XGI, we ask that you cite XGI in your work. You can cite XGI either by going to our repository page [repository page](../../) (if you haven't already) and clicking the "cite this repository" button on the right sidebar (which will generate a citation in your preferred format) or by copying the following BibTeX entry: +We acknowledge the importance of good software to support research, and we note that research becomes more valuable when it is communicated effectively. To demonstrate the value of XGI, we ask that you cite the XGI [paper](https://doi.org/10.21105/joss.05162) in your work. You can cite XGI either by going to our repository page [repository page](../../) (if you haven't already) and clicking the "cite this repository" button on the right sidebar (which will generate a citation in your preferred format) or by copying the following BibTeX entry: ``` @article{Landry_XGI_2023, author = {Landry, Nicholas W. and Lucas, Maxime and Iacopini, Iacopo and Petri, Giovanni and Schwarze, Alice and Patania, Alice and Torres, Leo}, diff --git a/docs/source/index.rst b/docs/source/index.rst index 257a1dcb5..63f9dd9de 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -135,7 +135,8 @@ How to Cite =========== We acknowledge the importance of good software to support research, and we note that research becomes more valuable when it is communicated effectively. To -demonstrate the value of XGI, we ask that you cite XGI in your work. +demonstrate the value of XGI, we ask that you cite the XGI +`paper `_ in your work. You can cite XGI either by going to our repository page `repository page `_ and clicking the "cite this repository" button on the right sidebar (which will generate From 96bdcb1294f925c12b20af71dcbd467e0a75c6c6 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:43:19 -0400 Subject: [PATCH 06/14] organized and alphabetized resources --- README.md | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 5c332747e..8cb43df63 100644 --- a/README.md +++ b/README.md @@ -28,6 +28,9 @@ Sign up for our [mailing list](http://eepurl.com/igE6ez) and follow XGI on [Twit - [License](#license) - [Funding](#funding) - [Other Resources](#other-resources) + - [Julia](#julia) + - [Python](#python) + - [R](#r) ## What is XGI? @@ -115,11 +118,20 @@ The XGI package has been supported by NSF Grant 2121905, ["HNDS-I: Using Hypergr ## Other Resources This library may not meet your needs and if this is this case, consider checking out these other resources: -* [HyperNetX](https://pnnl.github.io/HyperNetX): A Python package for representing, analyzing, and visualizing hypergraphs. -* [Hypergraph Analysis Toolbox (HAT)](https://hypergraph-analysis-toolbox.readthedocs.io): A Python/Matlab package for hypergraph construction, visualization, and analysis (Especially for Pore-C data). + +### Julia +* [HyperGraphs.jl](https://github.com/lpmdiaz/HyperGraphs.jl): A Julia package for representing, analyzing, and generating hypergraphs which may be oriented and weighted. +* [SimpleHypergraphs.jl](https://pszufe.github.io/SimpleHypergraphs.jl/v0.1): A Julia package for representing, analyzing, and generating hypergraphs. + +### Python +* [EasyGraph](https://easy-graph.github.io/): A Python package for analyzing undirected and directed networks as well as hypergraphs. * [halp](http://murali-group.github.io/halp): A Python package with directed and undirected hypergraph implementations and several algorithms. +* [Hypergraph Analysis Toolbox (HAT)](https://hypergraph-analysis-toolbox.readthedocs.io): A Python/Matlab package for hypergraph construction, visualization, and analysis (Especially for Pore-C data). +* [Hypergraphx](https://hypergraphx.readthedocs.io): A Python for representing, analyzing, and visualizing hypergraphs. +* [HyperNetX](https://pnnl.github.io/HyperNetX): A Python package for representing, analyzing, and visualizing hypergraphs. +* [NetworkX](https://networkx.org): A Python package for representing, analyzing, and visualizing networks. * [Reticula](https://docs.reticula.network): A Python package wrapping C++ functions for representing, analyzing, and visualizing temporal and static graphs and hypergraphs. -* [SimpleHypergraphs.jl](https://pszufe.github.io/SimpleHypergraphs.jl/v0.1): A Julia package for representing, analyzing, and generating hypergraphs. -* [HyperGraphs.jl](https://github.com/lpmdiaz/HyperGraphs.jl): A Julia package for representing, analyzing, and generating hypergraphs which may be oriented and weighted. + + +### R * [hyperG](https://cran.r-project.org/package=HyperG): An R package for storing and analyzing hypergraphs -* [NetworkX](https://networkx.org): A Python package for representing, analyzing, and visualizing networks. From 7cedd4dc3a7741bb18ca431f6dc772f7467dc44a Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:45:40 -0400 Subject: [PATCH 07/14] removed languages from index --- README.md | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 8cb43df63..b3ae02d2b 100644 --- a/README.md +++ b/README.md @@ -28,9 +28,6 @@ Sign up for our [mailing list](http://eepurl.com/igE6ez) and follow XGI on [Twit - [License](#license) - [Funding](#funding) - [Other Resources](#other-resources) - - [Julia](#julia) - - [Python](#python) - - [R](#r) ## What is XGI? @@ -119,11 +116,11 @@ The XGI package has been supported by NSF Grant 2121905, ["HNDS-I: Using Hypergr ## Other Resources This library may not meet your needs and if this is this case, consider checking out these other resources: -### Julia +**Julia** * [HyperGraphs.jl](https://github.com/lpmdiaz/HyperGraphs.jl): A Julia package for representing, analyzing, and generating hypergraphs which may be oriented and weighted. * [SimpleHypergraphs.jl](https://pszufe.github.io/SimpleHypergraphs.jl/v0.1): A Julia package for representing, analyzing, and generating hypergraphs. -### Python +**Python** * [EasyGraph](https://easy-graph.github.io/): A Python package for analyzing undirected and directed networks as well as hypergraphs. * [halp](http://murali-group.github.io/halp): A Python package with directed and undirected hypergraph implementations and several algorithms. * [Hypergraph Analysis Toolbox (HAT)](https://hypergraph-analysis-toolbox.readthedocs.io): A Python/Matlab package for hypergraph construction, visualization, and analysis (Especially for Pore-C data). @@ -133,5 +130,5 @@ This library may not meet your needs and if this is this case, consider checking * [Reticula](https://docs.reticula.network): A Python package wrapping C++ functions for representing, analyzing, and visualizing temporal and static graphs and hypergraphs. -### R +**R** * [hyperG](https://cran.r-project.org/package=HyperG): An R package for storing and analyzing hypergraphs From b079699f66bc69f21411026b13cbe3bd21427275 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Wed, 3 Apr 2024 09:51:21 -0400 Subject: [PATCH 08/14] fix link --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b3ae02d2b..5f022b269 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ [![Test Status](https://github.com/xgi-org/xgi/workflows/test/badge.svg?branch=main)](https://github.com/xgi-org/xgi/actions?query=workflow%3A%22test%22) [![codecov](https://codecov.io/gh/xgi-org/xgi/branch/main/graph/badge.svg?token=BI6TX2WDSG)](https://codecov.io/gh/xgi-org/xgi) [![Good First Issue](https://img.shields.io/badge/contribute-Good%20First%20Issue-forest)](https://github.com/xgi-org/xgi/issues?q=is%3Aopen+is%3Aissue+label%3A%22Good+First+Issue%22) -[![DOI](https://doi.org/10.21105/joss.05162/status.svg)](https://doi.org/10.21105/joss.05162) +[![DOI](https://joss.theoj.org/papers/10.21105/joss.05162/status.svg)](https://doi.org/10.21105/joss.03968) [![pyOpenSci](https://tinyurl.com/y22nb8up)](https://github.com/pyOpenSci/software-review/issues/115) * [**Source**](../../) From 60e0699900b99664870c726a1b0a2be5a4cc66fd Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Thu, 4 Apr 2024 15:21:14 -0400 Subject: [PATCH 09/14] update XGI-DATA table --- docs/source/_static/table.js | 5 ++--- docs/source/xgi-data.rst | 22 ++++++++++------------ 2 files changed, 12 insertions(+), 15 deletions(-) diff --git a/docs/source/_static/table.js b/docs/source/_static/table.js index 5f33b066b..57fb857c6 100644 --- a/docs/source/_static/table.js +++ b/docs/source/_static/table.js @@ -13,8 +13,7 @@ async function fetch_JSON_file(url) { } } - function create_table(json_data) { - const body = document.body; +function create_table(json_data) { const section = document.getElementById("network-statistics") const table = document.createElement('table'); const table_header = document.createElement('thead') @@ -22,7 +21,7 @@ async function fetch_JSON_file(url) { // Create header row const header_row = document.createElement('tr'); - const headers = ["Dataset", "|V|", "|E|", "|Eunique|", "smax"] + const headers = ["Dataset", "|V|", "|E|", "|E*|", "smax"] const header_attrs = ["num-nodes", "num-edges", "num-unique-edges", "max-edge-size"] for (const i in headers) { diff --git a/docs/source/xgi-data.rst b/docs/source/xgi-data.rst index 8018726c9..ec9a9da58 100644 --- a/docs/source/xgi-data.rst +++ b/docs/source/xgi-data.rst @@ -9,20 +9,20 @@ Dataset format The xgi-data format for higher-order datasets is a JSON data structure with the following structure: -* "hypergraph-data": This tag accesses the attributes of the entire hypergraph dataset such as the authors or dataset name. +* :code:`hypergraph-data`: This tag accesses the attributes of the entire hypergraph dataset such as the authors or dataset name. -* "node-data": This tag accesses the nodes of the hypergraph and their associated properties as a dictionary where the keys are node IDs and the corresponding values are dictionaries. If a node doesn't have any properties, the associated dictionary is empty. +* :code:`node-data`: This tag accesses the nodes of the hypergraph and their associated properties as a dictionary where the keys are node IDs and the corresponding values are dictionaries. If a node doesn't have any properties, the associated dictionary is empty. - * "name": This tag accesses the node's name if there is one that is different from the ID specified in the hyperedges. + * :code:`name`: This tag accesses the node's name if there is one that is different from the ID specified in the hyperedges. * Other tags are user-specified based on the particular attributes provided by the dataset. -* "edge-data": This tag accesses the hyperedges of the hypergraph and their associated attributes. +* :code:`edge-data`: This tag accesses the hyperedges of the hypergraph and their associated attributes. - * "name": This tag accesses the edge's name if one is provided. - * "timestamp": This is the tag specifying the time associated with the hyperedge if it is given. All times are stored in ISO8601 standard. + * :code:`name`: This tag accesses the edge's name if one is provided. + * :code:`timestamp`: This is the tag specifying the time associated with the hyperedge if it is given. All times are stored in ISO8601 standard. * Other tags are user-specified based on the particular attributes provided by the dataset. -* "edge-dict": This tag accesses the edge IDs and the corresponding nodes which participate in that hyperedge. +* :code:`edge-dict`: This tag accesses the edge IDs and the corresponding nodes which participate in that hyperedge. Loading datasets ---------------- @@ -42,12 +42,10 @@ Network Statistics .. raw:: html - - -

More details on individual datasets are available at the XGI-DATA page.

\ No newline at end of file +

More details on individual datasets are available at the XGI-DATA page.

+ +

In this table, |V| denotes the number of nodes, |E| denotes the number of edges, |E*| denotes the number of unique edges, and smax denotes the maximum edge size.

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    +

    + + @aleable +

    +

    @arnaudon

    +

    + + @colltoaction +

    + +

    + + @doabell +

    +

    Date: Tue, 9 Apr 2024 17:07:23 -0400 Subject: [PATCH 12/14] add figure refs --- docs/source/gallery.rst | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/source/gallery.rst b/docs/source/gallery.rst index a3f384136..6661cd8a9 100644 --- a/docs/source/gallery.rst +++ b/docs/source/gallery.rst @@ -7,17 +7,17 @@ Here are several examples of figures made using XGI: .. figure:: assets/images/XGI_2023_Fig2.png :width: 400 :alt: Image of a hypergraph with nodes colored and sized by different properties. - - A visualization of the email-enron dataset with hyperedges of sizes 2 and 3 (all isolated nodes removed). The nodes are colored by their degree and their size proportional to the Clique motif Eigenvector Centrality. + + A visualization of the email-enron dataset with hyperedges of sizes 2 and 3 (all isolated nodes removed). The nodes are colored by their degree and their size proportional to the Clique motif Eigenvector Centrality. (Fig. 2 in `this paper `_) .. figure:: assets/images/Simpliciality_2023_Fig3.png :width: 400 :alt: Image of a hypergraph with nodes colored by their simpliciality measures. - - The local (A) simplicial fraction, (B) edit simpliciality, and (C) face edit simpliciality of the email-enron dataset filtered to include interactions of sizes 2 and 3. The colors of the histogram bars match the node colors on their corresponding network visualization. Nodes for which the local simpliciality is undefined are colored in grey. + + The local (A) simplicial fraction, (B) edit simpliciality, and (C) face edit simpliciality of the email-enron dataset filtered to include interactions of sizes 2 and 3. The colors of the histogram bars match the node colors on their corresponding network visualization. Nodes for which the local simpliciality is undefined are colored in grey. (Fig. 3 in `this paper `_) .. figure:: assets/images/Filtering_2024_Fig1.png :width: 400 :alt: Image of a hypergraph decomposed into various edge-based filterings. - An illustration of a hypergraph with hyperedges of sizes two through five, visualized using XGI. This hypergraph is decomposed using different types of filtering (uniform, GEQ, LEQ, and exclusion) for different filtering parameters, :math:`k`. \ No newline at end of file + An illustration of a hypergraph with hyperedges of sizes two through five, visualized using XGI. This hypergraph is decomposed using different types of filtering (uniform, GEQ, LEQ, and exclusion) for different filtering parameters, :math:`k`. (Fig. 1 in `this paper `_) \ No newline at end of file From 4c0380f633c272d9075f837c2badcdbbac714367 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Tue, 9 Apr 2024 17:43:14 -0400 Subject: [PATCH 13/14] fix links --- docs/source/gallery.rst | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/docs/source/gallery.rst b/docs/source/gallery.rst index 6661cd8a9..080cdd37d 100644 --- a/docs/source/gallery.rst +++ b/docs/source/gallery.rst @@ -8,16 +8,20 @@ Here are several examples of figures made using XGI: :width: 400 :alt: Image of a hypergraph with nodes colored and sized by different properties. - A visualization of the email-enron dataset with hyperedges of sizes 2 and 3 (all isolated nodes removed). The nodes are colored by their degree and their size proportional to the Clique motif Eigenvector Centrality. (Fig. 2 in `this paper `_) + A visualization of the email-enron dataset with hyperedges of sizes 2 and 3 (all isolated nodes removed). The nodes are colored by their degree and their size proportional to the Clique motif Eigenvector Centrality. (Fig. 2 in `XGI: A Python package for higher-order interaction networks `_) + .. figure:: assets/images/Simpliciality_2023_Fig3.png :width: 400 + :align: left :alt: Image of a hypergraph with nodes colored by their simpliciality measures. - The local (A) simplicial fraction, (B) edit simpliciality, and (C) face edit simpliciality of the email-enron dataset filtered to include interactions of sizes 2 and 3. The colors of the histogram bars match the node colors on their corresponding network visualization. Nodes for which the local simpliciality is undefined are colored in grey. (Fig. 3 in `this paper `_) + The local (A) simplicial fraction, (B) edit simpliciality, and (C) face edit simpliciality of the email-enron dataset filtered to include interactions of sizes 2 and 3. The colors of the histogram bars match the node colors on their corresponding network visualization. Nodes for which the local simpliciality is undefined are colored in grey. (Fig. 3 in `The simpliciality of higher-order networks `_) + .. figure:: assets/images/Filtering_2024_Fig1.png :width: 400 :alt: Image of a hypergraph decomposed into various edge-based filterings. + + An illustration of a hypergraph with hyperedges of sizes two through five, visualized using XGI. This hypergraph is decomposed using different types of filtering (uniform, GEQ, LEQ, and exclusion) for different filtering parameters, :math:`k`. (Fig. 1 in `Filtering higher-order datasets `_) - An illustration of a hypergraph with hyperedges of sizes two through five, visualized using XGI. This hypergraph is decomposed using different types of filtering (uniform, GEQ, LEQ, and exclusion) for different filtering parameters, :math:`k`. (Fig. 1 in `this paper `_) \ No newline at end of file From a6f5bb7d481b9f18e10e2f7527c9ada5851afb82 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Mon, 15 Apr 2024 13:50:54 -0400 Subject: [PATCH 14/14] Updated references --- docs/source/using-xgi.rst | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/docs/source/using-xgi.rst b/docs/source/using-xgi.rst index eecf9a51a..b30788aeb 100644 --- a/docs/source/using-xgi.rst +++ b/docs/source/using-xgi.rst @@ -57,11 +57,16 @@ Preprints 2024 ---- -Gonzalo Contreras-Aso, Regino Criado, Miguel Romance, "Beyond directed hypergraphs: heterogeneous hypergraphs and spectral centralities", arXiv:2403.11825 (2024). +Gonzalo Contreras-Aso, Regino Criado, and Miguel Romance, "Beyond directed hypergraphs: heterogeneous hypergraphs and spectral centralities", arXiv:2403.11825 (2024). :bdg-link-primary-line:`Paper ` :bdg-link-primary-line:`Code ` +Maxime Lucas, Luca Gallo, Arsham Ghavasieh, Federico Battiston, and Manlio De Domenico, "Functional reducibility of higher-order networks", arXiv:2404.08547 (2024). + +:bdg-link-primary-line:`Paper ` +:bdg-link-primary-line:`Code ` + 2023 ----