nwlandry · Oct 12, 2026 · Oct 3, 2026 · Oct 3, 2026 · Oct 3, 2026 · Oct 10, 2026
diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
@@ -1,8 +1,7 @@
 name: Benchmark XGI
 on:
   push:
-    branches:
-      - main
+    branches: [main, dev]
   workflow_dispatch:
 
 permissions:
@@ -17,7 +16,7 @@ jobs:
       - uses: actions/checkout@v7
       - uses: actions/setup-python@v7
         with:
-          python-version: 3.13
+          python-version: 3.14
       - name: Install packages
         run: |
           pip install --upgrade pip

diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
@@ -14,7 +14,7 @@ jobs:
       - uses: actions/checkout@v7
       - uses: actions/setup-python@v7
         with:
-          python-version: '3.14'
+          python-version: 3.14
       - name: Install packages
         run: |
           pip install --upgrade pip

diff --git a/.github/workflows/publish_xgi.yml b/.github/workflows/publish_xgi.yml
@@ -25,7 +25,7 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v7
       with:
-        python-version: '3.14'
+        python-version: 3.14
 
     - name: Install dependencies
       run: |

diff --git a/.github/workflows/test-code.yml b/.github/workflows/test-code.yml
@@ -12,7 +12,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu, macos, windows]
-        python-version: ['3.10', '3.11', '3.12', '3.13', '3.14']
+        python-version: ['3.11', '3.12', '3.13', '3.14']
     steps:
     - uses: actions/checkout@v7
 

diff --git a/.github/workflows/test-tutorials.yml b/.github/workflows/test-tutorials.yml
@@ -15,7 +15,7 @@ jobs:
     - name: Set up Python 3.14
       uses: actions/setup-python@v7
       with:
-        python-version: "3.14"
+        python-version: 3.14
 
     - name: Install packages
       run: |

diff --git a/README.md b/README.md
@@ -1,7 +1,7 @@
 <img src="https://raw.githubusercontent.com/xgi-org/xgi/main/logo/logo.svg" alt="XGI" width="50%"></img>
 
 [![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
-[![Supports Python versions 3.10 and above.](https://img.shields.io/badge/Python%20versions%20supported-3.10%2B-forest
+[![Supports Python versions 3.11 and above.](https://img.shields.io/badge/Python%20versions%20supported-3.11%2B-forest
 )](https://www.repostatus.org/#active)
 [![Test Status](https://github.com/xgi-org/xgi/actions/workflows/test-code.yml/badge.svg)](https://github.com/xgi-org/xgi/actions/workflows/test-code.yml)
 [![codecov](https://codecov.io/gh/xgi-org/xgi/branch/main/graph/badge.svg?token=BI6TX2WDSG)](https://codecov.io/gh/xgi-org/xgi)
@@ -43,7 +43,7 @@ Comple**X** **G**roup **I**nteractions (**XGI**) is a Python package for higher-
 * Draw higher-order networks in a variety of **visually striking ways** (See our [gallery](https://xgi.readthedocs.io/en/stable/auto_examples/index.html) for several examples.)
 
 ## Installation<a id="installation"></a>
-XGI runs on Python 3.10 or higher.
+XGI runs on Python 3.11 or higher.
 
 To install the latest version of XGI, run the following command:
 ```sh

diff --git a/citations/preprints.yaml b/citations/preprints.yaml
@@ -56,6 +56,22 @@ ross_growing_2026:
   links:
     paper: https://arxiv.org/abs/2607.16046
 
+smith_higher-order_2026:
+  tags:
+  - XGI-DATA
+  authors:
+  - Jason P. Smith
+  - Celia Hacker
+  - Jānis Lazovskis
+  - Florian Unger
+  - Keith M. Smith
+  - Daniela Egas Santander
+  title: Higher-order rich clubs and configuration models on general directed hypergraphs
+  year: 2026
+  reference: 'arXiv:2609.01624'
+  links:
+    paper: https://arxiv.org/abs/2609.01624
+
 zajdela_higher-order_2026:
   tags:
   - XGI

diff --git a/citations/published.yaml b/citations/published.yaml
@@ -25,6 +25,23 @@ berte_fibration_2026:
     paper: https://doi.org/10.1038/s41598-026-61679-0
     code: https://github.com/margheritaberte/Fibration_symmetries_cluster_synchronization
 
+chun_survey_2026:
+  tags:
+  - XGI
+  authors:
+  - Jaewan Chun
+  - Fanchen Bu
+  - Yeongho Kim
+  - Atsushi Miyauchi
+  - Francesco Bonchi
+  - Kijung Shin
+  title: "A Survey on Centrality and Importance Measures in Hypergraphs: Categorization and Empirical Insights"
+  year: 2026
+  reference: '*ACM Computing Surveys*, Volume 58, Issue 16, Article 414'
+  links:
+    paper: https://doi.org/10.1145/3843227
+    code: https://github.com/jaewan01/hypergraph-centrality-survey
+
 de_caro_evaluating_2026:
   tags:
   - XGI-DATA

diff --git a/docs/source/using_xgi.rst b/docs/source/using_xgi.rst
@@ -26,26 +26,31 @@ Software Packages (8 total)
 1. `simplicial-kuramoto <https://arnaudon.github.io/simplicial-kuramoto>`_
 
 
-Published Work (39 total)
+Published Work (40 total)
 =========================
 
 2026
 ----
 
-39. [XGI] Cosimo Agostinelli, Marco Mancastroppa, and Alain Barrat, "Higher-order dissimilarity measures for hypergraph comparison", *Journal of Complex Networks*, Volume 14, Issue 1, cnaf048 (2026).
+40. [XGI] Cosimo Agostinelli, Marco Mancastroppa, and Alain Barrat, "Higher-order dissimilarity measures for hypergraph comparison", *Journal of Complex Networks*, Volume 14, Issue 1, cnaf048 (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.1093/comnet/cnaf048>`
 :bdg-link-primary-line:`Code <https://github.com/cosimoagostinelli/Hor_dissimilarity_measures>`
 
-38. [XGI-DATA] Margherita Bertè and Tommaso Gili, "Fibration Symmetries and Cluster Synchronization in Multi-Body Systems", *Scientific Reports* (2026).
+39. [XGI-DATA] Margherita Bertè and Tommaso Gili, "Fibration Symmetries and Cluster Synchronization in Multi-Body Systems", *Scientific Reports* (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.1038/s41598-026-61679-0>`
 :bdg-link-primary-line:`Code <https://github.com/margheritaberte/Fibration_symmetries_cluster_synchronization>`
 
-37. [XGI-DATA] Antonio De Caro, Dario De Maio, Francesco Monzillo, Alessia Antelmi, and Biagio Cosenza, "Evaluating Portable Programming Models for Hypergraph Label Propagation on GPUs", *Proceedings of PDP 2026: 34th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing* (2026).
+38. [XGI-DATA] Antonio De Caro, Dario De Maio, Francesco Monzillo, Alessia Antelmi, and Biagio Cosenza, "Evaluating Portable Programming Models for Hypergraph Label Propagation on GPUs", *Proceedings of PDP 2026: 34th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing* (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.1109/PDP55228.2026.00024>`
 
+37. [XGI] Jaewan Chun, Fanchen Bu, Yeongho Kim, Atsushi Miyauchi, Francesco Bonchi, and Kijung Shin, "A Survey on Centrality and Importance Measures in Hypergraphs: Categorization and Empirical Insights", *ACM Computing Surveys*, Volume 58, Issue 16, Article 414 (2026).
+
+:bdg-link-primary-line:`Paper <https://doi.org/10.1145/3843227>`
+:bdg-link-primary-line:`Code <https://github.com/jaewan01/hypergraph-centrality-survey>`
+
 36. [XGI, XGI-DATA] Maxime Lucas, Luca Gallo, Arsham Ghavasieh, Federico Battiston, and Manlio De Domenico, "Reducibility of higher-order networks from dynamics", *Nature Communications* **17**, 1551 (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.1038/s41467-025-68273-4>`
@@ -227,29 +232,33 @@ Published Work (39 total)
 :bdg-link-primary-line:`Code <https://github.com/maximelucas/HOI_shape_sync_differently>`
 
 
-Preprints (9 total)
-===================
+Preprints (10 total)
+====================
 
 2026
 ----
 
-9. [XGI] Kun Cao, Guangzu Bai, and Li Li, "Identifying Disruptive Technologies via Dynamic Hypergraph Modeling and Large Language Models", TechRxiv (2026).
+10. [XGI] Kun Cao, Guangzu Bai, and Li Li, "Identifying Disruptive Technologies via Dynamic Hypergraph Modeling and Large Language Models", TechRxiv (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.36227/techrxiv.177223104.47525491/v1>`
 
-8. [XGI] Timothy LaRock, Yanting Zhang, Jean-Gabriel Young, Nicole Eikmeier, Renaud Lambiotte, and Nicholas W. Landry, "The nestedness of higher-order networks", arXiv:2605.18420 (2026).
+9. [XGI] Timothy LaRock, Yanting Zhang, Jean-Gabriel Young, Nicole Eikmeier, Renaud Lambiotte, and Nicholas W. Landry, "The nestedness of higher-order networks", arXiv:2605.18420 (2026).
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2605.18420>`
 :bdg-link-primary-line:`Code <https://github.com/tlarock/hypergraph-nestedness>`
 
-7. [XGI-DATA] Hugo P. Maia, Guilherme Ferraz de Arruda, Silvio C. Ferreira, and Yamir Moreno, "Nesting Controls Phase Transitions in Higher-Order Contagion", arXiv:2604.23337 (2026).
+8. [XGI-DATA] Hugo P. Maia, Guilherme Ferraz de Arruda, Silvio C. Ferreira, and Yamir Moreno, "Nesting Controls Phase Transitions in Higher-Order Contagion", arXiv:2604.23337 (2026).
 
 :bdg-link-primary-line:`Paper <https://doi.org/10.48550/arXiv.2604.23337>`
 
-6. [XGI] Violet Ross, Francis Cataldo, and Philip S. Chodrow, "Growing Hypergraphs with Homophily", arXiv:2607.16046 (2026).
+7. [XGI] Violet Ross, Francis Cataldo, and Philip S. Chodrow, "Growing Hypergraphs with Homophily", arXiv:2607.16046 (2026).
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2607.16046>`
 
+6. [XGI-DATA] Jason P. Smith, Celia Hacker, Jānis Lazovskis, Florian Unger, Keith M. Smith, and Daniela Egas Santander, "Higher-order rich clubs and configuration models on general directed hypergraphs", arXiv:2609.01624 (2026).
+
+:bdg-link-primary-line:`Paper <https://arxiv.org/abs/2609.01624>`
+
 5. [XGI] Emma Zajdela and Nicholas W. Landry, "Higher-order interactions at scientific conferences influence team formation", arXiv:2603.02571 (2026).
 
 :bdg-link-primary-line:`Paper <https://arxiv.org/abs/2603.02571>`

diff --git a/pyproject.toml b/pyproject.toml
@@ -7,7 +7,7 @@ name = "xgi"
 dynamic = ["version"]
 description = "XGI is a Python package for higher-order networks."
 readme = "README.md"
-requires-python = ">=3.10"
+requires-python = ">=3.11"
 license = {file = "LICENSE.md"}
 authors = [
     {name = "XGI Developers", email = "nicholas.landry@virginia.edu"}
@@ -30,10 +30,10 @@ classifiers = [
     "License :: OSI Approved :: BSD License",
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Programming Language :: Python :: 3 :: Only",
     "Topic :: Software Development :: Libraries :: Python Modules",
     "Topic :: Scientific/Engineering :: Bio-Informatics",