Recherche
La recherche joue un rôle majeur dans le domaine du Machine Learning. Avec des publications de premier ordre chaque année, l’EPFL jouit d’une excellente réputation.

2023
Stereo Confidence Estimation via Locally Adaptive Fusion and Knowledge Distillation
Ieee Transactions On Pattern Analysis And Machine Intelligence. 2023-05-01. Vol. 45, num. 5, p. 6372-6385. DOI : 10.1109/TPAMI.2022.3207286.ReLU Neural Network Galerkin BEM
Journal Of Scientific Computing. 2023-05-01. Vol. 95, num. 2, p. 41. DOI : 10.1007/s10915-023-02120-w.De novo design of protein interactions with learned surface fingerprints
Nature. 2023-04-26. Vol. 617, num. 7959, p. 176-184. DOI : 10.1038/s41586-023-05993-x.Two-dimensional Pure Isotropic Proton Solid State NMR
Angewandte Chemie-International Edition. 2023-04-18. DOI : 10.1002/anie.202301963.Convolutional neural network classifies visual stimuli from cortical response recorded with wide-field imaging in mice
Journal Of Neural Engineering. 2023-04-01. Vol. 20, num. 2, p. 026031. DOI : 10.1088/1741-2552/acc2e7.Perspective Aware Road Obstacle Detection
Ieee Robotics And Automation Letters. 2023-04-01. Vol. 8, num. 4, p. 2150-2157. DOI : 10.1109/LRA.2023.3245410.A deep learning method for the trajectory reconstruction of cosmic rays with the DAMPE mission
Astroparticle Physics. 2023-04-01. Vol. 146, p. 102795. DOI : 10.1016/j.astropartphys.2022.102795.Visual question answering from another perspective: CLEVR mental rotation tests *
Pattern Recognition. 2023-04-01. Vol. 136, p. 109209. DOI : 10.1016/j.patcog.2022.109209.CenFind: a deep-learning pipeline for efficient centriole detection in microscopy datasets
Bmc Bioinformatics. 2023-03-28. Vol. 24, num. 1, p. 120. DOI : 10.1186/s12859-023-05214-2.Filter-Informed Spectral Graph Wavelet Networks for Multiscale Feature Extraction and Intelligent Fault Diagnosis
Ieee Transactions On Cybernetics. 2023-03-23. DOI : 10.1109/TCYB.2023.3256080.The PAU Survey and Euclid: Improving broadband photometric redshifts with multi-task learning star
Astronomy & Astrophysics. 2023-03-21. Vol. 671, p. A153. DOI : 10.1051/0004-6361/202245027.Trusting the Explainers: Teacher Validation of Explainable Artificial Intelligence for Course Design
2023-03-13. LAK 2023: The 13th International Learning Analytics and Knowledge Conference, Arlington, Texas, USA, March 13-17, 2023. DOI : 10.1145/3576050.3576147.Aiming beyond slight increases in accuracy
Nature Reviews Chemistry. 2023-03-09. DOI : 10.1038/s41570-023-00480-3.Dynamics of social media behavior before and after SARS-CoV-2 infection
Frontiers In Public Health. 2023-02-23. Vol. 10, p. 1069931. DOI : 10.3389/fpubh.2022.1069931.Dual-frequency spectral radar retrieval of snowfall microphysics: a physics-driven deep-learning approach
Atmospheric Measurement Techniques. 2023-02-21. Vol. 16, num. 4, p. 911-940. DOI : 10.5194/amt-16-911-2023.Social media and deep learning reveal specific cultural preferences for biodiversity
People and Nature. 2023-02-19. Vol. 00, p. 1-18. DOI : 10.1002/pan3.10466.Fully learnable deep wavelet transform for unsupervised monitoring of high-frequency time series
Proceedings of the National Academy of Sciences. 2023-02-18. Vol. 119, num. 8, p. e2106598119. DOI : 10.1073/pnas.2106598119.Computer-Assisted Diagnosis of Lymph Node Metastases in Colorectal Cancers Using Transfer Learning With an Ensemble Model
Modern Pathology. 2023-02-17. Vol. 36, num. 5, p. 100118. DOI : 10.1016/j.modpat.2023.100118.DeepBND: A machine learning approach to enhance multiscale solid mechanics
Journal of Computational Physics. 2023-02-14. Vol. 479, p. 111996. DOI : 10.1016/j.jcp.2023.111996.Reinforcement learning approach to control an inverted pendulum: A general framework for educational purposes
Plos One. 2023-02-13. Vol. 18, num. 2, p. e0280071. DOI : 10.1371/journal.pone.0280071.Million-scale data integrated deep neural network for phonon properties of heuslers spanning the periodic table
Npj Computational Materials. 2023-02-06. Vol. 9, num. 1, p. 20. DOI : 10.1038/s41524-023-00974-0.Generative power of a protein language model trained on multiple sequence alignments
Elife. 2023-02-03. Vol. 12, p. e79854. DOI : 10.7554/eLife.79854.Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage
ASME Journal of Heat and Mass Transfer. 2023-02-03. Vol. 145, num. 5, p. 052902. DOI : 10.1115/1.4056663.An attention-based deep learning approach for the classification of subjective cognitive decline and mild cognitive impairment using resting-state EEG
Journal Of Neural Engineering. 2023-02-01. Vol. 20, num. 1, p. 016048. DOI : 10.1088/1741-2552/acb96e.End-to-end learned early classification of time series for in-season crop type mapping
ISPRS Journal of Photogrammetry and Remote Sensing. 2023-01-25. Vol. 196, p. 445-456. DOI : 10.1016/j.isprsjprs.2022.12.016.Predicting the liveability of Dutch cities with aerial images and semantic intermediate concepts
Remote Sensing of Environment. 2023-01-25. Vol. 287, p. 113454. DOI : 10.1016/j.rse.2023.113454.Fusing physics-based and deep learning models for prognostics
Reliability Engineering & System Safety. 2023-01-22. Vol. 217, p. 107961. DOI : 10.1016/j.ress.2021.107961.Informing Neural Networks with Simplified Physics for Better Flow Prediction
2023-01-20.Behavioral outcome of very preterm children at 5 years of age: Prognostic utility of brain tissue volumes at term-equivalent-age, perinatal, and environmental factors
Brain And Behavior. 2023-01-14. DOI : 10.1002/brb3.2818.Pure Isotropic Proton NMR Spectra in Solids using Deep Learning
Angewandte Chemie-International Edition. 2023-01-13. DOI : 10.1002/anie.202216607.Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
2023-01-10. 2022 IEEE 61st Conference on Decision and Control (CDC). DOI : 10.1109/CDC51059.2022.9992445.Bridging structural MRI with cognitive function for individual level classification of early psychosis via deep learning
Frontiers In Psychiatry. 2023-01-10. Vol. 13, p. 1075564. DOI : 10.3389/fpsyt.2022.1075564.Safe multi-agent deep reinforcement learning for joint bidding and maintenance scheduling of generation units
Reliability Engineering & System Safety. 2023-01-10. Vol. 232, p. 109081. DOI : 10.1016/j.ress.2022.109081.Single-Molecule Peptide Identification Using Fluorescence Blinking Fingerprints
Journal Of The American Chemical Society. 2023-01-05. DOI : 10.1021/jacs.2c12561.Snowfall microphysics: a dual-frequency and Doppler spectral radar perspective
Lausanne, EPFL, 2023.Estimating and Improving the Robustness of Attributions in Text
Lausanne, EPFL, 2023.Discovering perceived images of reused industrial heritage from user-generated photos: Three mega-event reinforced industrial heritage transformation cases
2023. Cities’ Identity Through Architecture and Arts (CITAA) – 6th Edition, Pisa, Italy, December 5-6, 2022.Unlocking a multimodal archive of Southern Chinese martial arts through embodied cues
Journal of Documentation. 2023. DOI : 10.1108/JD-01-2022-0027.Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning
2023. AIAA Aviation Forum 2023, San Diego, CA, USA, June 12-16, 2023.Multienzyme deep learning models improve peptide de novo sequencing by mass spectrometry proteomics
Plos Computational Biology. 2023-01-01. Vol. 19, num. 1, p. e1010457. DOI : 10.1371/journal.pcbi.1010457.Communication-efficient distributed training of machine learning models
Lausanne, EPFL, 2023.EpilepsyNet: Interpretable Self-Supervised Seizure Detection for Low-Power Wearable Systems
2023. IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS 2023), Hangzhou, China, June 11-13, 2023.Confidence Matters: Applications to Semantic Segmentation
Lausanne, EPFL, 2023.Optimizing Sales Forecasting, Inventory, Pricing and Sourcing Decisions
Lausanne, EPFL, 2023.Automated post-earthquake damage assessment of stone masonry buildings integrating machine learning, computer vision, and physics-based modeling
Lausanne, EPFL, 2023.Finding Actual Descent Directions For Adversarial Training
2023. 11th International Conference on Learning Representations (ICLR), Kigali, Rwanda, May 1-5, 2023.Wetting Dynamics Beneath an Impacting Droplet
Lausanne, EPFL, 2023.Transformer Models for Vision
Lausanne, EPFL, 2023.Phase Retrieval: From Computational Imaging to Machine Learning: A tutorial
IEEE Signal Processing Magazine. 2023-01-01. Vol. 40, num. 1, p. 45-57. DOI : 10.1109/MSP.2022.3219240.Mechanisms underlying reinforcement learning of motor skills
Lausanne, EPFL, 2023.Deep Learning for Localized-Haptic Feedback in Tactile Surfaces
Lausanne, EPFL, 2023.Sparse Autoencoders for Speech Modeling and Recognition
Lausanne, EPFL, 2023.Deep learning-based prediction of future myocardial infarction using invasive coronary angiography: a feasibility study
Open Heart. 2023-01-01. Vol. 10, num. 1, p. e002237. DOI : 10.1136/openhrt-2022-002237.De novo designed proteins: a study in engineering novel folds and functions
Lausanne, EPFL, 2023.Solving Non-linear Kolmogorov Equations in Large Dimensions by Using Deep Learning: A Numerical Comparison of Discretization Schemes
Journal Of Scientific Computing. 2023-01-01. Vol. 94, num. 1, p. 8. DOI : 10.1007/s10915-022-02044-x.Brain microstructural and functional MRI: developments and application to a rat model of Alzheimer’s disease
Lausanne, EPFL, 2023.cgNA+: A sequence-dependent coarse-grain model of double-stranded nucleic acids
Lausanne, EPFL, 2023.Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors
2023. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, January 3-7, 2023.Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification
2023. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, January 3-7, 2023.Latent Representation of CFD Meshes and Application to 2D Airfoil Aerodynamics
2023