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@MClemot MClemot commented May 20, 2025

This PR adds in the DimensionReduction module a new backend "TopologicallyConstrainedDimensionReduction" based on autoencoders with specific topological regularization terms that aim to favor the preservation of cycles.

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julien-tierny commented Oct 8, 2025

[x] Runs decently without Torch (proper error message, no segfault)

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[x] Runs decently without CGAL (proper warning, defaulting to ripser)

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[x] Up to around an order of magnitude speedup with CGAL enabled

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OK, looks good to me!
waiting for the CI to be finished prior to merging.

@julien-tierny julien-tierny added the ready ready to be merged label Nov 26, 2025
@julien-tierny julien-tierny merged commit 66416c6 into topology-tool-kit:dev Nov 26, 2025
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2 participants