[topoAE++] updated paper references

Author: julien-tierny

ChangeLog.md

@@ -1,7 +1,7 @@
 ## TTK - ChangeLog
 =
 ### dev
-- Cycle-aware dimensionality reduction (TopoAE++)
+- Cycle-aware dimensionality reduction (TopoAE++, IEEE TVCG 2026)
 - Distributed computation of persistent homology! (IEEE TPDS 2025)
 - New backend for TrackingFromFields (critical point based)
 - Fast planar Rips filtration persistence computation

core/base/dimensionReduction/DimensionReduction.h

@@ -66,8 +66,10 @@
 ///
 /// "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality
 /// Reduction" \n
-/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
-/// arXiv preprint, 2025.
+/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
+/// IEEE Transactions on Visualization and Computer Graphics.
+/// Accepted, to be presented at IEEE VIS 2026.
+
 
 #pragma once
 

core/base/ripsPersistenceDiagram/FastRipsPersistenceDiagram2.h

@@ -14,8 +14,9 @@
 /// \b Related \b publication \n
 /// "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality
 /// Reduction" \n
-/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
-/// arXiv preprint, 2025.
+/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
+/// IEEE Transactions on Visualization and Computer Graphics.
+/// Accepted, to be presented at IEEE VIS 2026.
 
 #pragma once
 
@@ -116,4 +117,4 @@ namespace ttk::rpd {
 
 } // namespace ttk::rpd
 
-#endif
+#endif

core/base/topologicalDimensionReduction/TopologicalDimensionReduction.h

@@ -32,7 +32,8 @@
 /// "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality
 /// Reduction" \n
 /// Mattéo Clémot, Julie Digne, Julien Tierny, \n
-/// arXiv preprint, 2025.
+/// IEEE Transactions on Visualization and Computer Graphics.
+/// Accepted, to be presented at IEEE VIS 2026.
 ///
 /// \sa DimensionReduction.cpp %for a usage example.
 

core/vtk/ttkDimensionReduction/ttkDimensionReduction.h

@@ -71,8 +71,9 @@
 ///
 /// "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality
 /// Reduction" \n
-/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
-/// arXiv preprint, 2025.
+/// Mattéo Clémot, Julie Digne, Julien Tierny, \n
+/// IEEE Transactions on Visualization and Computer Graphics.
+/// Accepted, to be presented at IEEE VIS 2026.
 
 #pragma once
 

paraview/xmls/DimensionReduction.xml

@@ -52,9 +52,10 @@
         Hariprasad Kannan, Yuhei Umeda, 
         38th International Conference on Machine Learning, 2021. 
 
-        "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality Reduction" 
-        Mattéo Clémot, Julie Digne, Julien Tierny
-        arXiv preprint, 2025.
+        "Topological Autoencoders++: Fast and Accurate Cycle-Aware Dimensionality Reduction"
+        Mattéo Clémot, Julie Digne, Julien Tierny,
+        IEEE Transactions on Visualization and Computer Graphics.
+        Accepted, to be presented at IEEE VIS 2026.
 
       </Documentation>
       <InputProperty