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.

2022
Exploring quantum perceptron and quantum neural network structures with a teacher-student scheme
Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 2. DOI : 10.1007/s42484-021-00058-6.Electromagnetic wave-based extreme deep learning with nonlinear time-Floquet entanglement
Nature Communications. 2022-05-12. Vol. 13, num. 2651, p. 1-11. DOI : 10.1038/s41467-022-30297-5.Deep transfer learning of additive manufacturing mechanisms across materials in metal-based laser powder bed fusion process
Journal Of Materials Processing Technology. 2022-05-01. Vol. 303, p. 117531. DOI : 10.1016/j.jmatprotec.2022.117531.An occupant-centric control framework for balancing comfort, energy use and hygiene in hot water systems: A model-free reinforcement learning approach
Applied Energy. 2022-04-15. Vol. 312, p. 118833. DOI : 10.1016/j.apenergy.2022.118833.ALPINE: Analog In-Memory Acceleration with Tight Processor Integration for Deep Learning
arXiv. 2022-04-07.Impact and implications of mixed plaque class in automated characterization of complex atherosclerotic lesions
Computerized Medical Imaging And Graphics. 2022-04-01. Vol. 97, p. 102051. DOI : 10.1016/j.compmedimag.2022.102051.Exploiting environmental signals to enable policy correlation in large-scale decentralized systems
Autonomous Agents And Multi-Agent Systems. 2022-04-01. Vol. 36, num. 1, p. 13. DOI : 10.1007/s10458-021-09541-7.Multiple sclerosis cortical lesion detection with deep learning at ultra-high-field MRI
Nmr In Biomedicine. 2022-03-31. p. e4730. DOI : 10.1002/nbm.4730.Wind-Topo: Downscaling near-surface wind fields to high-resolution topography in highly complex terrain with deep learning
Quarterly Journal Of The Royal Meteorological Society. 2022-03-29. DOI : 10.1002/qj.4265.Learnable filter-banks for CNN-based audio applications
2022-03-28. 5th Northern Lights Deep Learning Conference (NLDL 2022), Tromsø, Norway, January 10-12, 2022. DOI : 10.7557/18.6279.A Deep-Learning Approach to Side-Channel Based CPU Disassembly at Design Time
2022-03-22. 25th Design, Automation and Test in Europe – DATE 2022, Antwerp, Belgium [Virtual], March 14-23, 2022.CryoETGAN: Cryo-Electron Tomography Image Synthesis via Unpaired Image Translation
Frontiers In Physiology. 2022-03-04. Vol. 13, p. 760404. DOI : 10.3389/fphys.2022.760404.Latent Mechanisms of Polarization Switching from In Situ Electron Microscopy Observations
Advanced Functional Materials. 2022-03-04. p. 2100271. DOI : 10.1002/adfm.202100271.Statistical distortion of supervised learning predictions in optical microscopy induced by image compression
Scientific Reports. 2022-03-02. Vol. 12, num. 1, p. 3464. DOI : 10.1038/s41598-022-07445-4.A Practical Guide to Supervised Deep Learning for Bioimage Analysis: Challenges and good practices
Ieee Signal Processing Magazine. 2022-03-01. Vol. 39, num. 2, p. 73-86. DOI : 10.1109/MSP.2021.3123589.Semi-supervised Active Salient Object Detection
Pattern Recognition. 2022-03-01. Vol. 123, p. 108364. DOI : 10.1016/j.patcog.2021.108364.Impulsive noise removal via a blind CNN enhanced by an iterative post-processing
Signal Processing. 2022-03-01. Vol. 192, p. 108378. DOI : 10.1016/j.sigpro.2021.108378.Editorial: Computational Neuroimage Analysis Tools for Brain (Diseases) Biomarkers
Frontiers In Neuroscience. 2022-02-18. Vol. 16, p. 841807. DOI : 10.3389/fnins.2022.841807.Magnetic control of tokamak plasmas through deep reinforcement learning
Nature. 2022-02-16. Vol. 602, num. 7897, p. 414-419. DOI : 10.1038/s41586-021-04301-9.High-speed identification of suspended carbon nanotubes using Raman spectroscopy and deep learning
Microsystems & Nanoengineering. 2022-02-10. Vol. 8, num. 1, p. 19. DOI : 10.1038/s41378-022-00350-w.Automatic table detection and classification in large-scale newspaper archives
2022-02-08.Photo-astrometric distances, extinctions, and astrophysical parameters for Gaia EDR3 stars brighter than G=18.5
Astronomy & Astrophysics. 2022-02-07. Vol. 658, p. A91. DOI : 10.1051/0004-6361/202142369.Deep Learning Detection of GPS Spoofing
2022-02-02. 7th International Conference Machine Learning, Optimization, and Data Science (LOD 2021), Grasmere, UK, October 4-8, 2021. p. 527-540. DOI : 10.1007/978-3-030-95467-3_38.Fast and accurate decoding of finger movements from ECoG through Riemannian features and modern machine learning techniques
Journal Of Neural Engineering. 2022-02-01. Vol. 19, num. 1, p. 016037. DOI : 10.1088/1741-2552/ac4ed1.Align, then memorise: the dynamics of learning with feedback alignment*
Journal Of Physics A-Mathematical And Theoretical. 2022-01-28. Vol. 55, num. 4, p. 044002. DOI : 10.1088/1751-8121/ac411b.Is Your Time Well Spent Online?: Focusing on Quality Experiences Through a User-Centered Recommendation Algorithm and Simulation Model
2022-01-25. 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), [Virtual event] Pasadena, CA, USA , December 13-16, 2021. DOI : 10.1109/ICMLA52953.2021.00171.New particle formation event detection with Mask R-CNN
Atmospheric Chemistry and Physics. 2022-01-25. Vol. 22, num. 2, p. 1293-1309. DOI : 10.5194/acp-22-1293-2022.Learning to image and compute with multimode optical fibers
Nanophotonics. 2022-01-21. DOI : 10.1515/nanoph-2021-0601.Euclid preparation XIII. Forecasts for galaxy morphology with the Euclid Survey using deep generative models
Astronomy & Astrophysics. 2022-01-18. Vol. 657, p. A90. DOI : 10.1051/0004-6361/202141393.Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities
Ieee Geoscience And Remote Sensing Magazine. 2022-01-13. DOI : 10.1109/MGRS.2021.3136100.BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image Restoration
IEEE Transactions on Image Processing. 2022-01-08. Vol. 31, p. 1-13. DOI : 10.1109/TIP.2022.3143006.Learning to sample in Cartesian MRI
Lausanne, EPFL, 2022.Optimization Over Banach Spaces: A Unified View on Supervised Learning and Inverse Problems
Lausanne, EPFL, 2022.Graph Representation Learning with Optimal Transport: Analysis and Applications
Lausanne, EPFL, 2022.Using Animal Motion Capture to Learn Neural Representations
Lausanne, EPFL, 2022.Combining Model Driven and Data Driven Approaches for Inverse Problems in Parameter Estimation and Image Reconstruction: From Modelling to Validation
Lausanne, EPFL, 2022.Deep learning accelerated prediction of the permeability of fibrous microstructures
Composites Part A: Applied Science and Manufacturing. 2022. Vol. 158, p. 106973. DOI : 10.1016/j.compositesa.2022.106973.Synthesis and Analysis of 3D shapes with Geometric Deep Learning in Computer-Aided Engineering
Lausanne, EPFL, 2022.Sparsest Univariate Learning Models Under Lipschitz Constraint
Ieee Open Journal Of Signal Processing. 2022-01-01. Vol. 3, p. 140-154. DOI : 10.1109/OJSP.2022.3157082.Towards automating de novo protein design for novel functionalities: controlling protein folds and protein-protein interactions
Lausanne, EPFL, 2022.Targeting molecular surfaces to engineer novel protein-based immunogens and inhibitors
Lausanne, EPFL, 2022.Essays in Empirical Asset Pricing
Lausanne, EPFL, 2022.Reshaping Perception for Autonomous Driving with Semantic Keypoints
Lausanne, EPFL, 2022.Learning of physical systems: from inference to control
Lausanne, EPFL, 2022.Learning to Align Sequential Actions in the Wild
2022. CVPR 2022 : IEEE/CVF Conference on Computer Vision and Pattern Recognition, New Orleans , United States, June 21 – 24, 2022.TEE-based decentralized recommender systems: The raw data sharing redemption
2022. 36th IEEE International Parallel & Distributed Processing Symposium (IPDPS ’22), Virtual, May 30 – June 3 2022. DOI : 10.1109/IPDPS53621.2022.00050.Deep learning-based analysis of multiple sclerosis lesions with high and ultra-high field MRI
Lausanne, EPFL, 2022.Vision-based Flocking in Aerial Robot Swarms
Lausanne, EPFL, 2022.Textual Explanations and Critiques in Recommendation Systems
Lausanne, EPFL, 2022.Pedestrian Stop and Go Forecasting with Hybrid Feature Fusion
2022. IEEE 39th International Conference on Robotics and Automation (ICRA 2022), Philadelphia, Pennsylvania, USA, May 23-27, 2022.Encoder-Decoder Models for Human Segmentation and Motion Analysis
Lausanne, EPFL, 2022.Learning to Represent and Reconstruct 3D Deformable Objects
Lausanne, EPFL, 2022.Graph Representation Learning in Computational Pathology
Lausanne, EPFL, 2022.Controllability and Interpretability in Affective Speech Synthesis
Lausanne, EPFL, 2022.Scalable Multi-agent Coordination and Resource Sharing
Lausanne, EPFL, 2022.Machine Learning Models for Mycobacterium tuberculosis In Vitro Activity: Prediction and Target Visualization
Molecular Pharmaceutics. 2022. Vol. 19, num. 2, p. 674–689. DOI : 10.1021/acs.molpharmaceut.1c00791.Infrared nanoplasmonic metasurfaces augmented by artificial intelligence for universal biosensing
Lausanne, EPFL, 2022.GarNet++: Improving Fast and Accurate Static 3D Cloth Draping by Curvature Loss
IEEE Transactions On Pattern Analysis And Machine Intelligence. 2022. Vol. 44, num. 1, p. 181-195. DOI : 10.1109/TPAMI.2020.3010886.2021
Data-driven myelin water imaging based on T-1 and T-2 relaxometry
Nmr In Biomedicine. 2021-12-22. p. e4668. DOI : 10.1002/nbm.4668.FlowPool: Pooling Graph Representations with Wasserstein Gradient Flows
2021-12-18