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.

C. Beckham; M. Weiss; F. Golemo; S. Honari; D. Nowrouzezahrai et al.
Pattern Recognition. 2023-04-01. Vol. 136, p. 109209. DOI : 10.1016/j.patcog.2022.109209.M. Rußwurm; N. Courty; R. Emonet; S. Lefèvre; D. Tuia et al.
ISPRS Journal of Photogrammetry and Remote Sensing. 2023-01-25. Vol. 196, p. 445-456. DOI : 10.1016/j.isprsjprs.2022.12.016.A. Levering; D. Marcos; J. van Vliet; D. Tuia
Remote Sensing of Environment. 2023-01-25. Vol. 287, p. 113454. DOI : 10.1016/j.rse.2023.113454.S. Puntener; P. Rivera-Fuentes
Journal Of The American Chemical Society. 2023-01-05. DOI : 10.1021/jacs.2c12561.C. Hernandez Mejia / Y. Perriard (Dir.)
Lausanne, EPFL, 2023.S. H. Kabil / H. Bourlard (Dir.)
Lausanne, EPFL, 2023.A. K. Van Hall-Beauvais / B. E. Ferreira De Sousa Correia (Dir.)
Lausanne, EPFL, 2023.Y. Diao / R. Gruetter; I. O. Jelescu (Dir.)
Lausanne, EPFL, 2023.R. Sharma / J. Maddocks (Dir.)
Lausanne, EPFL, 2023.T. Riedlinger; M. Rottmann; M. Schubert; H. Gottschalk
2023. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, January 3-7, 2023.M. J. Tyszkiewicz; K-K. Maninis; S. Popov; V. Ferrari
2022-12-12. European Conference on Computer Vision, Tel-Aviv, Israel, October 23-27, 2022. p. 211-228. DOI : 10.1007/978-3-031-20080-9_13.J. A. H. Klein; I. Boybat; Y. M. Qureshi; M. Dazzi; A. S. J. Levisse et al.
IEEE Transactions on Computers (TC). 2022-12-09. DOI : 10.1109/TC.2022.3230285.A. Stanojevic; G. Cherubini; S. Wozniak; E. Eleftheriou
Neural Computing & Applications. 2022-12-05. DOI : 10.1007/s00521-022-07910-1.N. Metzger; J. E. Vargas-Muñoz; R. C. Daudt; B. Kellenberger; T. T-T. Whelan et al.
Scientific Reports. 2022-12-01. Vol. 12, num. 1. DOI : 10.1038/s41598-022-24495-w.M. Tohidi Vahdat; K. Varoon Agrawal; G. Pizzi
Machine Learning-Science And Technology. 2022-12-01. Vol. 3, num. 4, p. 045014. DOI : 10.1088/2632-2153/ac9bca.B. Aydemir; D. Bhattacharjee; T. Zhang; S. Kim; M. Salzmann et al.
Transactions on Machine Learning Research. 2022-11-24.U. Akhaury; J-L. Starck; P. Jablonka; F. Courbin; K. Michalewicz
Frontiers In Astronomy And Space Sciences. 2022-11-18. Vol. 9, p. 1001043. DOI : 10.3389/fspas.2022.1001043.F. Wang; S. Zhou; B. Hou; F. Santini; L. Yuan et al.
European Radiology. 2022-11-18. DOI : 10.1007/s00330-022-09254-9.Y. Zhang; S. Ragettli; P. Molnar; O. Fink; N. Peleg
Journal Of Hydrology. 2022-11-01. Vol. 614, p. 128577. DOI : 10.1016/j.jhydrol.2022.128577.A. Favero; F. Cagnetta; M. Wyart
Journal Of Statistical Mechanics-Theory And Experiment. 2022-11-01. Vol. 2022, num. 11, p. 114012. DOI : 10.1088/1742-5468/ac98ab.L. Petrini; A. Favero; M. Geiger; M. Wyart
Journal Of Statistical Mechanics-Theory And Experiment. 2022-11-01. Vol. 2022, num. 11, p. 114013. DOI : 10.1088/1742-5468/ac98ac.S. C. K. Tekouabou; E. B. Diop; R. Azmi; J. Chenal
Archives Of Computational Methods In Engineering. 2022-11-01. DOI : 10.1007/s11831-022-09844-2.M. Brbić; K. Cao; J. W. Hickey; Y. Tan; M. P. Snyder et al.
Nature Methods. 2022-10-24. Vol. 19, num. 11, p. 1411-1418. DOI : 10.1038/s41592-022-01651-8.L. Larigauderie; M. Testolina; T. Ebrahimi
2022-10-03. Applications of Digital Image Processing XLV, San Diego, August, 2022. DOI : 10.1117/12.2636682.V. Pandiyan; G. Masinelli; N. Claire; Tri Le-Quang; M. Hamidi-Nasab et al.
Additive Manufacturing. 2022-10-01. Vol. 58, p. 103007. DOI : 10.1016/j.addma.2022.103007.S. Gigan; O. Katz; H. B. de Aguiar; E. R. Andresen; A. Aubry et al.
Journal Of Physics-Photonics. 2022-10-01. Vol. 4, num. 4, p. 042501. DOI : 10.1088/2515-7647/ac76f9.J. Songeon; S. Courvoisier; L. Xin; T. Agius; O. Dabrowski et al.
Magnetic Resonance In Medicine. 2022-09-25. DOI : 10.1002/mrm.29446.A. Amirshahi; A. Thomas; A. Aminifar; T. Rosing; D. Atienza Alonso
IEEE Journal of Biomedical and Health Informatics (JBHI). 2022-09-22. DOI : 10.1109/jbhi.2022.3208780.S. K. Roy; L. Citraro; S. Honari; P. Fua
2022-09-12. 10th International Conference on 3D Vision 2022 (3DV), Prague, Czechia, September 12-15, 2022.T-A. Nguyen; B. Kellenberger; D. Tuia
Remote Sensing of Environment. 2022-09-02. Vol. 281, p. 113217. DOI : 10.1016/j.rse.2022.113217.B. S. Desikan; H. Shimao; H. Miton
Entropy. 2022-09-01. Vol. 24, num. 9, p. 1175. DOI : 10.3390/e24091175.B. G. Pantoja-Rosero; R. Achanta; M. Kozinski; P. Fua; F. Perez-Cruz et al.
Automation In Construction. 2022-09-01. Vol. 141, p. 104430. DOI : 10.1016/j.autcon.2022.104430.L. Biggio; A. Domi; S. Tosi; G. Vernardos; D. Ricci et al.
Monthly Notices Of The Royal Astronomical Society. 2022-08-19. Vol. 515, num. 4, p. 5665-5672. DOI : 10.1093/mnras/stac2034.G. de Medeiros; R. Ortiz; P. Strnad; A. Boni; F. Moos et al.
Nature Communications. 2022-08-18. Vol. 13, num. 1, p. 4864. DOI : 10.1038/s41467-022-32465-z.B. G. Pantoja-Rosero; D. Oner; M. Kozinski; R. Achanta; P. Fua et al.
Construction And Building Materials. 2022-08-15. Vol. 344, p. 128264. DOI : 10.1016/j.conbuildmat.2022.128264.B. Denizdurduran; H. Markram; M-O. Gewaltig
Biological Cybernetics. 2022-08-11. DOI : 10.1007/s00422-022-00940-x.L. S. P. Rudden; M. Hijazi; P. Barth
Frontiers in Molecular Biosciences. 2022-08-10. Vol. 9, p. 928534. DOI : 10.3389/fmolb.2022.928534.R. L. Workman; V. D. Burkert; V. Crede; E. Klempt; U. Thoma et al.
Progress Of Theoretical And Experimental Physics. 2022-08-08. Vol. 2022, num. 8, p. 083C01. DOI : 10.1093/ptep/ptac097.R. Pinot; L. Meunier; F. Yger; C. Gouy-Pailler; Y. Chevaleyre et al.
Machine Learning. 2022-08-02. DOI : 10.1007/s10994-022-06216-6.S. Choudhury; M. Moret; P. Salvy; D. Weilandt; V. Hatzimanikatis et al.
Nature Machine Intelligence. 2022-08-01. Vol. 4, num. 8, p. 710-719. DOI : 10.1038/s42256-022-00519-y.Y. Tian; M. Han; C. Kulkarni; O. Fink
Reliability Engineering & System Safety. 2022-08-01. Vol. 224, p. 108529. DOI : 10.1016/j.ress.2022.108529.J. Wang; S. Lisanza; D. Juergens; D. Tischer; J. L. Watson et al.
Science. 2022-07-22. Vol. 377, num. 6604, p. 387-394. DOI : 10.1126/science.abn2100.D. Oner; M. Kozinski; L. Citraro; P. Fua
IEEE Transactions on Medical Imaging. 2022-07-21. Vol. 41, num. 12, p. 3675-3685. DOI : 10.1109/TMI.2022.3193072.W. Jiang; R. L. Davis; K. G. Kim; P. Dillenbourg
2022-07-20. NeurIPS 2021 Competitions and Demonstrations Track, Online , December 6-14, 2022. p. 292-296.F. Nammour; U. Akhaury; J. N. Girard; F. Lanusse; F. Sureau et al.
Astronomy & Astrophysics. 2022-07-19. Vol. 663, p. A69. DOI : 10.1051/0004-6361/202142626.K. Javanroodi; V. M. Nik; M. G. Giometto; J-L. Scartezzini
Science Of The Total Environment. 2022-07-10. Vol. 829, p. 154223. DOI : 10.1016/j.scitotenv.2022.154223.Y. Izadmehr; H. F. Satizabal; K. Aminian; A. Perez-Uribe
Applied Sciences-Basel. 2022-07-01. Vol. 12, num. 13, p. 6578. DOI : 10.3390/app12136578.M. Zakwan; L. Xu; G. Ferrari-Trecate
Ieee Control Systems Letters. 2022-06-28. Vol. 7, p. 145-150. DOI : 10.1109/LCSYS.2022.3186959.L. Gonzalez-Carabarin; I. A. M. Huijben; B. Veeling; A. Schmid; R. J. G. van Sloun
Ieee Transactions On Neural Networks And Learning Systems. 2022-06-08. DOI : 10.1109/TNNLS.2022.3176809.H. J. Kulik; T. Hammerschmidt; J. Schmidt; S. Botti; M. A. L. Marques et al.
Electronic Structure. 2022-06-01. Vol. 4, num. 2, p. 023004. DOI : 10.1088/2516-1075/ac572f.R. Tenderini; S. Pagani; A. Quarteroni; S. Deparis
SIAM Journal on Scientific Computing. 2022-06-01. Vol. 44, num. 3, p. B605-B639. DOI : 10.1137/21M1438529.H. Lajous; C. W. Roy; T. Hilbert; P. de Dumast; S. Tourbier et al.
Scientific Reports. 2022-05-23. Vol. 12, num. 1, p. 8682. DOI : 10.1038/s41598-022-10335-4.N. Frank; D. Lazzarotto; T. Ebrahimi
2022-05-22. IEEE International Conference on Acoustics, Speech and Signal Processing, Singapore, May 22-27, 2022. p. 4878-4882. DOI : 10.1109/ICASSP43922.2022.9747496.L. Ng; L. Bibrzycki; J. Nys; C. Fernandez-Ramirez; A. Pilloni et al.
Physical Review D. 2022-05-17. Vol. 105, num. 9, p. L091501. DOI : 10.1103/PhysRevD.105.L091501.S. P. Mohanty; G. Singhal; E. A. Scuccimarra; D. Kebaili; H. Heritier et al.
Frontiers In Nutrition. 2022-05-06. Vol. 9, p. 875143. DOI : 10.3389/fnut.2022.875143.A. Akhazhanov; A. More; A. Amini; C. Hazlett; T. Treu et al.
Monthly Notices Of The Royal Astronomical Society. 2022-05-05. Vol. 513, num. 2, p. 2407-2421. DOI : 10.1093/mnras/stac925.S. Batzner; A. Musaelian; L. Sun; M. Geiger; J. P. Mailoa et al.
Nature Communications. 2022-05-04. Vol. 13, num. 1, p. 2453. DOI : 10.1038/s41467-022-29939-5.J. Wu; S. D’Ambrosi; L. Ammann; J. Stadnicka-Michalak; K. Schirmer et al.
Environment International. 2022-05-01. Vol. 163, p. 107184. DOI : 10.1016/j.envint.2022.107184.V. Pandiyan; R. Drissi-Daoudi; S. Shevchik; G. Masinelli; Tri Le-Quang et al.
Journal Of Materials Processing Technology. 2022-05-01. Vol. 303, p. 117531. DOI : 10.1016/j.jmatprotec.2022.117531.A. Heidari; F. Marechal; D. Khovalyg
Applied Energy. 2022-04-15. Vol. 312, p. 118833. DOI : 10.1016/j.apenergy.2022.118833.D. Perdios; M. Vonlanthen; F. Martinez; M. Arditi; J-P. Thiran
Ieee Transactions On Ultrasonics Ferroelectrics And Frequency Control. 2022-04-01. Vol. 69, num. 4, p. 1154-1168. DOI : 10.1109/TUFFC.2021.3131383.M. L. Olender; Y. Niu; D. Marlevi; E. R. Edelman; F. R. Nezami
Computerized Medical Imaging And Graphics. 2022-04-01. Vol. 97, p. 102051. DOI : 10.1016/j.compmedimag.2022.102051.P. Danassis; Z. D. Erden; B. Faltings
Autonomous Agents And Multi-Agent Systems. 2022-04-01. Vol. 36, num. 1, p. 13. DOI : 10.1007/s10458-021-09541-7.F. La Rosa; E. S. Beck; J. Maranzano; R-A. Todea; P. van Gelderen et al.
Nmr In Biomedicine. 2022-03-31. p. e4730. DOI : 10.1002/nbm.4730.H. Peic Tukuljac; B. Ricaud; N. Aspert; L. Colbois
2022-03-28. 5th Northern Lights Deep Learning Conference (NLDL 2022), Tromsø, Norway, January 10-12, 2022. DOI : 10.7557/18.6279.H. Fendri; M. Macchetti; J. Perrine; M. Stojilovic
2022-03-22. 25th Design, Automation and Test in Europe Conference and Exhibition (DATE), Antwerp, Belgium [Virtual], March 14-23, 2022. p. 670-675. DOI : 10.23919/DATE54114.2022.9774531.R. Ignatans; M. Ziatdinov; R. Vasudevan; M. Valleti; V. Tileli et al.
Advanced Functional Materials. 2022-03-04. p. 2100271. DOI : 10.1002/adfm.202100271.E. Pomarico; C. Schmidt; F. Chays; D. Nguyen; A. Planchette et al.
Scientific Reports. 2022-03-02. Vol. 12, num. 1, p. 3464. DOI : 10.1038/s41598-022-07445-4.V. Uhlmann; L. Donati; D. Sage
Ieee Signal Processing Magazine. 2022-03-01. Vol. 39, num. 2, p. 73-86. DOI : 10.1109/MSP.2021.3123589.S. Sadrizadeh; H. Otroshi-Shahreza; F. Marvasti
Signal Processing. 2022-03-01. Vol. 192, p. 108378. DOI : 10.1016/j.sigpro.2021.108378.D. M. Sima; M. Bach Cuadra; T. B. Dyrby; K. Van Leemput
Frontiers In Neuroscience. 2022-02-18. Vol. 16, p. 841807. DOI : 10.3389/fnins.2022.841807.J. Degrave; F. Felici; J. Buchli; M. Neunert; B. Tracey et al.
Nature. 2022-02-16. Vol. 602, num. 7897, p. 414-419. DOI : 10.1038/s41586-021-04301-9.J. Zhang; M. L. Perrin; L. Barba; J. Overbeck; S. Jung et al.
Microsystems & Nanoengineering. 2022-02-10. Vol. 8, num. 1, p. 19. DOI : 10.1038/s41378-022-00350-w.F. Anders; A. Khalatyan; A. B. A. Queiroz; C. Chiappini; J. Ardevol et al.
Astronomy & Astrophysics. 2022-02-07. Vol. 658, p. A91. DOI : 10.1051/0004-6361/202142369.O. Jullian; B. Otero; M. Stojilović; J. J. Costa; J. Verdú et al.
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.C. T. Duong; T. T. Nguyen; T-D. Hoang; H. Yin; M. Weidlich et al.
Pattern Recognition. 2022-02-01. Vol. 134, p. 109126. DOI : 10.1016/j.patcog.2022.109126.M. Refinetti; S. D’Ascoli; R. Ohana; S. Goldt
Journal Of Physics A-Mathematical And Theoretical. 2022-01-28. Vol. 55, num. 4, p. 044002. DOI : 10.1088/1751-8121/ac411b.