Publications

2026

Thibaut Germain, Sami Chemlal, Rémi Flamary, Vladimir R. Kostic, Karim Lounici. Geometric Dictionary Learning of Dynamical Systems with Optimal Transport. arXiv.
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Valerio Guerrini, Thibaut Germain, Charles Truong, Laurent Oudre. Discovering Multiple Subdimensional Motifs in Multivariate Time Series. EUSIPCO.
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Thibaut Germain, Rémi Flamary, Vladimir R. Kostic, Karim Lounici. A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems. ICLR.
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2025

Thibaut Germain, Chrysoula Kosma, Laurent Oudre. Time Series Representations with Hard-Coded Invariances. ICML.
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Valerio Guerrini, Thibaut Germain, Charles Truong, Laurent Oudre, Paul Boniol. Time series motif discovery: a comprehensive evaluation. PVLDB.
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K. Petrov, O. Lenina, J. Leroy, V. Bernard, Thibaut Germain, Charles Truong, L. Nurullin, et al.. An α7 nicotinic and GABA_B receptor-mediated pathway controls acetylcholine release in the tripartite neuromuscular junction. J Physiol.
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2024

Thibaut Germain, Samuel Gruffaz, Charles Truong, Laurent Oudre, Alain Durmus. Shape analysis for time series. NeurIPS.
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Thibaut Germain, Charles Truong, Laurent Oudre. Persistence-based motif discovery in time series. TKDE.
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Thibaut Germain. Pattern detection and shape analysis for physiological timeseries. PhD thesis.
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Jose Armando Hernandez, Thibaut Germain, Billel Yadoughi, Miguel Colom. OVD-SaaS: Online Verifiable Data Science as a Service, an architecture of microservices for industrial artificial-intelligence applications: Architecture and study cases. ICDS.
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Thibaut Germain, Charles Truong, Laurent Oudre. Linear-trend normalization for multivariate subsequence similarity search. ICDEW.
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Thibaut Germain, Charles Truong, Laurent Oudre. Interactive motif discovery in time series with persistent homology. ECML PKDD.
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2023

Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Unsupervised classification of plethysmography signals with advanced visual representations. Frontiers Physiology.
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Thibaut Germain, Alexandre Bois, Charles Truong, Brian Tervil, Laurent Oudre. Détection non supervisée de motifs sur séries temporelles. GRETSI.
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2022

Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Unsupervised study of plethysmography signals through DTW clustering. EMBC.
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Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Approches non-supervisées et non-linéaires pour l’analyse de signaux de pléthysmographie. GRETSI.
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Preprint

Thibaut Germain, Sami Chemlal, Rémi Flamary, Vladimir R. Kostic, Karim Lounici. Geometric Dictionary Learning of Dynamical Systems with Optimal Transport. arXiv.
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Conference

Thibaut Germain, Rémi Flamary, Vladimir R. Kostic, Karim Lounici. A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems. ICLR.
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Valerio Guerrini, Thibaut Germain, Charles Truong, Laurent Oudre. Discovering Multiple Subdimensional Motifs in Multivariate Time Series. EUSIPCO.
PDF Link Details
Thibaut Germain, Chrysoula Kosma, Laurent Oudre. Time Series Representations with Hard-Coded Invariances. ICML.
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Thibaut Germain, Charles Truong, Laurent Oudre. Interactive motif discovery in time series with persistent homology. ECML PKDD.
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Thibaut Germain, Charles Truong, Laurent Oudre. Linear-trend normalization for multivariate subsequence similarity search. ICDEW.
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Jose Armando Hernandez, Thibaut Germain, Billel Yadoughi, Miguel Colom. OVD-SaaS: Online Verifiable Data Science as a Service, an architecture of microservices for industrial artificial-intelligence applications: Architecture and study cases. ICDS.
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Thibaut Germain, Samuel Gruffaz, Charles Truong, Laurent Oudre, Alain Durmus. Shape analysis for time series. NeurIPS.
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Thibaut Germain, Alexandre Bois, Charles Truong, Brian Tervil, Laurent Oudre. Détection non supervisée de motifs sur séries temporelles. GRETSI.
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Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Approches non-supervisées et non-linéaires pour l’analyse de signaux de pléthysmographie. GRETSI.
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Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Unsupervised study of plethysmography signals through DTW clustering. EMBC.
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Journal

K. Petrov, O. Lenina, J. Leroy, V. Bernard, Thibaut Germain, Charles Truong, L. Nurullin, et al.. An α7 nicotinic and GABA_B receptor-mediated pathway controls acetylcholine release in the tripartite neuromuscular junction. J Physiol.
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Valerio Guerrini, Thibaut Germain, Charles Truong, Laurent Oudre, Paul Boniol. Time series motif discovery: a comprehensive evaluation. PVLDB.
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Thibaut Germain, Charles Truong, Laurent Oudre. Persistence-based motif discovery in time series. TKDE.
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Thibaut Germain, Charles Truong, Laurent Oudre, Eric Krejci. Unsupervised classification of plethysmography signals with advanced visual representations. Frontiers Physiology.
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Thesis

Thibaut Germain. Pattern detection and shape analysis for physiological timeseries. PhD thesis.
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