David LOISEAUX
- La Géometrie au Service du Numérique (GEOMERIX)
Publications
Publications
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Multi-parameter Module Approximation: an efficient and interpretable invariant for multi-parameter persistence modules with guaranteesJournal of Applied and Computational Topology, 2025, 9 (4), pp.26. ⟨10.1007/s41468-025-00222-y⟩ |
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multipers: Multiparameter Persistence for Machine LearningJournal of Open Source Software, 2024, 9 (103), pp.6773. ⟨10.21105/joss.06773⟩ |
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T-REGS: Minimum Spanning Tree Regularization for Self-Supervised LearningNeurIPS 2025 - Annual Conference on Neural Information Processing Systems, Dec 2025, San Diego (CA), United States |
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Differentiability and Optimization of Multiparameter Persistent HomologyICML 2024 - The Forty-First International Conference on Machine Learning, Jul 2024, Wien, Austria |
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A Framework for Fast and Stable Representations of Multiparameter Persistent Homology DecompositionsNeurIPS 2023 - 36th Conference on Neural Information Processing Systems, Dec 2023, New Orleans (LA), United States |
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Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as MeasuresNeurIPS 2023 - 36th Conference on Neural Information Processing Systems, Dec 2023, New Orleans (LA), United States |
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Multiparameter topological persistence for machine learningComputational Geometry [cs.CG]. Université Côte d'Azur, 2024. English. ⟨NNT : 2024COAZ4051⟩ |