Publications
Find here some of the latest EPFL research papers and conference papers on the various fields related to intelligent systems.
Please note that (1) these lists show the five latest publications in each category, and that (2) neither the categories nor the lists are exhaustive. For more articles, please visit the portal EPFL InfoScience or contact our team at [email protected]
Artificial Intelligence
Keeping Up with the Trends: Analyzing the Dynamics of Online Learning and Hiring Platforms in the Software Programming Domain
R. Yazdanian; R. West; P. Dillenbourg
International Journal Of Artificial Intelligence In Education. 2020-12-08. DOI : 10.1007/s40593-020-00231-1. MOSES: A Streaming Algorithm for Linear Dimensionality Reduction
A. Eftekhari; R. A. Hauser; A. Grammenos
Ieee Transactions On Pattern Analysis And Machine Intelligence. 2020-11-01. Vol. 42, num. 11, p. 2901-2911. DOI : 10.1109/TPAMI.2019.2919597.
Computer Vision
Benefiting From Bicubically Down-Sampled Images for Learning Real-World Image Super-Resolution
M. S. Rad; T. Yu; C. Musat; H. Kemal Ekenel; S. Bozorgtabar et al.
2021. Winter Conference on Applications of Computer Vision (WACV), Virtual, January 5-9, 2021. p. 1590-1599. DOI : 10.1109/WACV48630.2021.00163.
Digital Twin
Comprehensive Comparison of Modular Multilevel Converter Internal Energy Balancing Methods
S. Milovanovic; D. Dujic
IEEE Transactions on Power Electronics. 2021. p. 1-1. DOI : 10.1109/TPEL.2021.3052607. Double monde et jumeaux numériques
J-F. Lucas
Séminaire « Imaginer, faire et habiter des mondes possibles / multiples ». Supply-Power-Constrained Cable Capacity Maximization Using Multi-Layer Neural Networks
J. Cho; S. Chandrasekhar; E. Sula; S. Olsson; E. Burrows et al.
Journal Of Lightwave Technology. 2020-07-15. Vol. 38, num. 14, p. 3652-3662. DOI : 10.1109/JLT.2020.2977569. Deformation mechanisms in a superelastic NiTi alloy: An in-situ high resolution digital image correlation study
E. Polatidis; M. Smid; I. Kubena; Hsu; G. Laplanche et al.
Materials & Design. 2020-06-01. Vol. 191, p. 108622. DOI : 10.1016/j.matdes.2020.108622.
Intelligent Systems
Semi-quantitative Model for Risk Assessment in University Laboratories
A. Kalugina; T. Meyer
2021-01-26. 4th International Conference on Intelligent Human Systems Integration (IHSI), Palermo, Italy, February 22-24, 2021. p. 323-329. DOI : 10.1007/978-3-030-68017-6_48.
Machine Learning
Measuring the Impact of Model and Input Heterogeneity in Personalized Federated Learning
F. Behrens
2021-02-19. EPFL’s District Heating Heat Pump – Performance Analysis for DIfferent Working Fluids
S. Clément
2021-01-15. Numerical Weather Prediction and Artificial Neural Network Coupling for Wind Energy Forecast
L. Donadio; J. Fang; F. Porté-Agel
Energies. 2021-01-09. Vol. 14, num. 2, p. 338. DOI : 10.3390/en14020338. On the use of applied machine learning and digital infrastructure to leverage social media data in health and epidemiology
M. M. Müller / M. Salathé (Dir.)
Lausanne, EPFL, 2021.
Robotics
Learning dynamical systems with bifurcations
F. Khadivar; I. Lauzana; A. Billard
Robotics and Autonomous Systems. 2021-02-01. Vol. 136, p. 103700. DOI : 10.1016/j.robot.2020.103700. Astrobotics: Swarm Robotics for Astrophysical Studies
M. Macktoobian; D. Gillet; J-P. Kneib
IEEE Robotics and Automation Magazine. 2021-01-29. DOI : 10.1109/MRA.2020.3044911. Electronic Multi-material Fibers and Textiles: Novel Designs and Applications
C. Dong / F. Sorin (Dir.)
Lausanne, EPFL, 2021.