Florent Forest

34 papers A* 1B 4Journal 22Unranked 6

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	From physics to machine learning and back: Part I - Learning with inductive biases in prognostics and health management (PHM). Reliab. Eng. Syst. Saf. Olga Fink, Vinay Sharma, Ismail Nejjar, Leandro Von Krannichfeldt, Sergei Garmaev, Zepeng Zhang, Amaury Wei, Gaëtan Frusque, Florent Forest, Mengjie Zhao, Chi-Ching Hsu, Keivan Faghih Niresi, Han Sun, Hao Dong, Chenghao Xu, Raffael Theiler, Arthur Bizzi, Kevin Steiner
2026	J	`jnl`	Uncertainty-guided alignment for unsupervised domain adaptation in regression. Reliab. Eng. Syst. Saf. Ismail Nejjar, Gaëtan Frusque, Florent Forest, Olga Fink
2025	J	`jnl`	Explainable AI guided unsupervised fault diagnostics for high-voltage circuit breakers. CoRR Chi-Ching Hsu, Gaëtan Frusque, Florent Forest, Felipe Macedo, Christian M. Franck, Olga Fink
2025	J	`jnl`	Explainable AI guided unsupervised fault diagnostics for high-voltage circuit breakers. Reliab. Eng. Syst. Saf. Chi-Ching Hsu, Gaëtan Frusque, Florent Forest, Felipe Macedo, Christian M. Franck, Olga Fink
2025	—	`conf`	Génération en une seule passe de séries temporelles multivariées par modélisation multivariée conditionnelle. EGC Abdellah Madane, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2025	J	`jnl`	Interpretable prognostics with concept bottleneck models. Inf. Fusion Florent Forest, Katharina Rombach, Olga Fink
2025	—	`conf`	Simulateur de moteurs d'avions. EGC Abdellah Madane, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2025	J	`jnl`	ThermoNeRF: A multimodal Neural Radiance Field for joint RGB-thermal novel view synthesis of building facades. Adv. Eng. Informatics Mariam Hassan, Florent Forest, Olga Fink, Malcolm Mielle
2025	J	`jnl`	Thermoxels: a voxel-based method to generate simulation-ready 3D thermal models. CoRR Etienne Chassaing, Florent Forest, Olga Fink, Malcolm Mielle
2025	J	`jnl`	When, How Long and How Much? Interpretable Neural Networks for Time Series Regression by Learning to Mask and Aggregate. CoRR Florent Forest, Amaury Wei, Olga Fink
2024	A*	`conf`	AESim: A Data-Driven Aircraft Engine Simulator. IJCAI Abdellah Madane, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2024	J	`jnl`	Cut-and-Paste with Precision: a Content and Perspective-aware Data Augmentation for Road Damage Detection. CoRR Punnawat Siripathitti, Florent Forest, Olga Fink
2024	J	`jnl`	Exploiting Semantic Scene Reconstruction for Estimating Building Envelope Characteristics. CoRR Chenghao Xu, Malcolm Mielle, Antoine Laborde, Ali Waseem, Florent Forest, Olga Fink
2024	B	`conf`	From Data to Simulation: Capturing Aircraft Engine Degradation Dynamics. ESANN Abdellah Madane, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2024	J	`jnl`	Health Prediction for Lithium-Ion Batteries Under Unseen Working Conditions. IEEE Trans. Ind. Electron. Yunhong Che, Florent Forest, Yusheng Zheng, Le Xu, Remus Teodorescu
2024	J	`jnl`	Interpretable Prognostics with Concept Bottleneck Models. CoRR Florent Forest, Katharina Rombach, Olga Fink
2024	B	`conf`	One-Pass Generation of Multivariate Time Series through Conditional Multivariate Modeling. IJCNN Abdellah Madane, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2024	J	`jnl`	Predictive health assessment for lithium-ion batteries with probabilistic degradation prediction and accelerating aging detection. Reliab. Eng. Syst. Saf. Yunhong Che, Yusheng Zheng, Florent Forest, Xin Sui, Xiaosong Hu, Remus Teodorescu
2024	J	`jnl`	Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights. CoRR Yan Hao, Florent Forest, Olga Fink
2024	—	`conf`	Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-training Strategies and Performance Insights. ECCV (54) Yan Hao, Florent Forest, Olga Fink
2024	J	`jnl`	ThermoNeRF: Multimodal Neural Radiance Fields for Thermal Novel View Synthesis. CoRR Mariam Hassan, Florent Forest, Olga Fink, Malcolm Mielle
2024	J	`jnl`	Uncertainty-Guided Alignment for Unsupervised Domain Adaptation in Regression. CoRR Ismail Nejjar, Gaëtan Frusque, Florent Forest, Olga Fink
2023	J	`jnl`	Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis. CoRR Florent Forest, Olga Fink
2023	J	`jnl`	From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring. CoRR Florent Forest, Hugo Porta, Devis Tuia, Olga Fink
2023	—	`conf`	Selecting the Number of Clusters K with a Stability Trade-off: An Internal Validation Criterion. PAKDD (1) Alex Mourer, Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
2022	J	`jnl`	Transformer-based conditional generative adversarial network for multivariate time series generation. CoRR Abdellah Madane, Mohamed Djallel Dilmi, Florent Forest, Hanane Azzag, Mustapha Lebbah, Jérôme Lacaille
2021	J	`jnl`	Deep embedded self-organizing maps for joint representation learning and topology-preserving clustering. Neural Comput. Appl. Florent Forest, Mustapha Lebbah, Hanene Azzag, Jérôme Lacaille
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
2020	J	`jnl`	A Survey and Implementation of Performance Metrics for Self-Organized Maps. CoRR Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
2020	B	`conf`	An Invariance-guided Stability Criterion for Time Series Clustering Validation. ICPR Florent Forest, Alex Mourer, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
2020	J	`jnl`	Selecting the Number of Clusters K with a Stability Trade-off: an Internal Validation Criterion. CoRR Alex Mourer, Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
2019	—	`conf`	Deep Architectures for Joint Clustering and Visualization with Self-organizing Maps. PAKDD (Workshops) Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille
2019	B	`conf`	Deep Embedded SOM: joint representation learning and self-organization. ESANN Florent Forest, Mustapha Lebbah, Hanene Azzag, Jérôme Lacaille
2018	—	`conf`	A Generic and Scalable Pipeline for Large-Scale Analytics of Continuous Aircraft Engine Data. IEEE BigData Florent Forest, Jérôme Lacaille, Mustapha Lebbah, Hanene Azzag