A Generic and Scalable Pipeline for Large-Scale Analytics of Continuous Aircraft Engine Data. - Florent Forest; Jérôme Lacaille; Mustapha Lebbah; Hanene Azzag (IEEE BigData, 2018)

Deep Embedded SOM: joint representation learning and self-organization. - Florent Forest; Mustapha Lebbah; Hanene Azzag; Jérôme Lacaille (ESANN, 2019)

Deep Architectures for Joint Clustering and Visualization with Self-organizing Maps. - Florent Forest; Mustapha Lebbah; Hanane Azzag; Jérôme Lacaille (PAKDD (Workshops), 2019)

An Invariance-guided Stability Criterion for Time Series Clustering Validation. - Florent Forest; Alex Mourer; Mustapha Lebbah; Hanane Azzag; Jérôme Lacaille (ICPR, 2020)

A Survey and Implementation of Performance Metrics for Self-Organized Maps. - Florent Forest; Mustapha Lebbah; Hanane Azzag; Jérôme Lacaille (CoRR, 2020)

Deep embedded self-organizing maps for joint representation learning and topology-preserving clustering. - Florent Forest; Mustapha Lebbah; Hanene Azzag; Jérôme Lacaille (Neural Comput. Appl., 2021)

Unsupervised Learning of Data Representations and Cluster Structures: Applications to Large-scale Health Monitoring of Turbofan Aircraft Engines. (Apprentissage non supervisé de représentations de données et structures de partitionnement : applications à la surveillance à grande échelle de turbofans). - Florent Forest (2021)

Transformer-based conditional generative adversarial network for multivariate time series generation. - Abdellah Madane; Mohamed Djallel Dilmi; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (CoRR, 2022)

Selecting the Number of Clusters K with a Stability Trade-off: An Internal Validation Criterion. - Alex Mourer; Florent Forest; Mustapha Lebbah; Hanane Azzag; Jérôme Lacaille (PAKDD (1), 2023)

From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring. - Florent Forest; Hugo Porta; Devis Tuia; Olga Fink (CoRR, 2023)

Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis. - Florent Forest; Olga Fink (CoRR, 2023)

Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-training Strategies and Performance Insights. - Yan Hao; Florent Forest; Olga Fink (ECCV (54), 2024)

From Data to Simulation: Capturing Aircraft Engine Degradation Dynamics. - Abdellah Madane; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (ESANN, 2024)

AESim: A Data-Driven Aircraft Engine Simulator. - Abdellah Madane; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (IJCAI, 2024)

One-Pass Generation of Multivariate Time Series through Conditional Multivariate Modeling. - Abdellah Madane; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (IJCNN, 2024)

Uncertainty-Guided Alignment for Unsupervised Domain Adaptation in Regression. - Ismail Nejjar; Gaëtan Frusque; Florent Forest; Olga Fink (CoRR, 2024)

ThermoNeRF: Multimodal Neural Radiance Fields for Thermal Novel View Synthesis. - Mariam Hassan; Florent Forest; Olga Fink; Malcolm Mielle (CoRR, 2024)

Cut-and-Paste with Precision: a Content and Perspective-aware Data Augmentation for Road Damage Detection. - Punnawat Siripathitti; Florent Forest; Olga Fink (CoRR, 2024)

Exploiting Semantic Scene Reconstruction for Estimating Building Envelope Characteristics. - Chenghao Xu; Malcolm Mielle; Antoine Laborde; Ali Waseem; Florent Forest; Olga Fink (CoRR, 2024)

Predictive health assessment for lithium-ion batteries with probabilistic degradation prediction and accelerating aging detection. - Yunhong Che; Yusheng Zheng; Florent Forest; Xin Sui; Xiaosong Hu; Remus Teodorescu (Reliab. Eng. Syst. Saf., 2024)

Health Prediction for Lithium-Ion Batteries Under Unseen Working Conditions. - Yunhong Che; Florent Forest; Yusheng Zheng; Le Xu; Remus Teodorescu (IEEE Trans. Ind. Electron., 2024)

Génération en une seule passe de séries temporelles multivariées par modélisation multivariée conditionnelle. - Abdellah Madane; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (EGC, 2025)

Simulateur de moteurs d'avions. - Abdellah Madane; Florent Forest; Hanane Azzag; Mustapha Lebbah; Jérôme Lacaille (EGC, 2025)

ThermoNeRF: A multimodal Neural Radiance Field for joint RGB-thermal novel view synthesis of building facades. - Mariam Hassan; Florent Forest; Olga Fink; Malcolm Mielle (Adv. Eng. Informatics, 2025)

Interpretable prognostics with concept bottleneck models. - Florent Forest; Katharina Rombach; Olga Fink (Inf. Fusion, 2025)

Explainable AI guided unsupervised fault diagnostics for high-voltage circuit breakers. - Chi-Ching Hsu; Gaëtan Frusque; Florent Forest; Felipe Macedo; Christian M. Franck; Olga Fink (Reliab. Eng. Syst. Saf., 2025)

Thermoxels: a voxel-based method to generate simulation-ready 3D thermal models. - Etienne Chassaing; Florent Forest; Olga Fink; Malcolm Mielle (CoRR, 2025)