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Thinklab-SJTU · Feb 19, 2024 · a41008a · a41008a
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diff --git a/CITATION.cff b/CITATION.cff
@@ -70,6 +70,6 @@ preferred-citation:
   start: 1 # First page number
   end: 7 # Last page number
   title: "Pygmtools: A Python Graph Matching Toolkit"
-  issue: 00
+  issue: 33
   volume: 25
   year: 2024
diff --git a/README.md b/README.md
@@ -192,7 +192,7 @@ research, please cite:
 ```
 Runzhong Wang, Ziao Guo, Wenzheng Pan, Jiale Ma, Yikai Zhang, Nan Yang, Qi Liu, Longxuan Wei, Hanxue Zhang, Chang Liu, Zetian Jiang, Xiaokang Yang, and Junchi Yan.
 Pygmtools: A Python Graph Matching Toolkit.
-Journal of Machine Learning Research, 25(00):1−7, 2024.
+Journal of Machine Learning Research, 25(33):1−7, 2024.
 ```
 
 In Bibtex format:
@@ -203,7 +203,7 @@ In Bibtex format:
   journal = {Journal of Machine Learning Research},
   year    = {2024},
   volume  = {25},
-  number  = {00},
+  number  = {33},
   pages   = {1-7},
   url     = {https://jmlr.org/papers/v25/23-0572.html},
 }

diff --git a/docs/auto_examples/index.rst b/docs/auto_examples/index.rst
@@ -5,7 +5,7 @@ Examples Gallery
 
 Below is the gallery of ``pygmtools`` examples. We build the examples from the introduction of graph matching
 to the variants of graph matching, and finally, we provide examples on the applications of graph matching.
-In each topic, we provide examples on different numerical backends (e.g., pytorch, numpy, paddle, jittor).
+In each topic, we provide examples on different numerical backends (e.g., pytorch, numpy, paddle, jittor, tensorflow, mindspore).