Samy BengioExpertise
Large Language ModelsReasoningStatistical machine learningSpeech processingPerson authenticationMultimodal processingSequence processingArtificial neural networks, support vector machinesHidden markov models, gaussian mixture modelsetc
Expertise
Large Language ModelsReasoningStatistical machine learningSpeech processingPerson authenticationMultimodal processingSequence processingArtificial neural networks, support vector machinesHidden markov models, gaussian mixture modelsetc
Mission
Samy Bengio
Simon BossoneyTeaching & PhD Courses Algèbre linéaire et géométrie (pour MAN) PREPA-032(a) We present the fundamental notions of linear algebra in the geometric context where they emerged. We will therefore emphasize the dimensions 2 and 3, and insist on the visualisation of classical objects and operations in the plane and in the 3D space. Analysis I (for CMS) PREPA-003(a) This first semester class is an introduction to the basis of differential calculus. Analysis II (for CMS)
Mario PaoloneMario Paolone received the M.Sc. (with honors) and the Ph.D. degree in electrical engineering from the University of Bologna, Italy, in 1998 and 2002, respectively. In 2005, he was appointed assistant professor in power systems at the University of Bologna where he was with the Power Systems laboratory until 2011. In 2010, he received the Associate Professor eligibility from the Politecnico di Milano, Italy. Since 2011 he joined the Swiss Federal Institute of Technology, Lausanne, Switzerland, where he is now Full Professor, Chair of the Distributed Electrical Systems laboratory and Head of the Swiss Competence Center for Energy Research (SCCER) FURIES (Future Swiss Electrical infrastructure). He was co-chairperson of the technical programme committees of the 9th edition of the International Conference of Power Systems Transients (IPST 2009) and of the 2016 Power Systems Computation Conference (PSCC 2016). He was chair of the technical programme committee of the 2018 Power Systems Computation Conference (PSCC 2018). In 2013, he was the recipient of the IEEE EMC Society Technical Achievement Award. He was co-author of several papers that received the following awards: best IEEE Transactions on EMC paper award for the year 2017, in 2014 best paper award at the 13th International Conference on Probabilistic Methods Applied to Power Systems, Durham, UK, in 2013 Basil Papadias best paper award at the 2013 IEEE PowerTech, Grenoble, France, in 2008 best paper award at the International Universities Power Engineering Conference (UPEC). He was the founder Editor-in-Chief of the Elsevier journal Sustainable Energy, Grids and Networks and was Associate Editor of the IEEE Transactions on Industrial Informatics. His research interests are in power systems with particular reference to real-time monitoring and operation, power system protections, power systems dynamics and power system transients. Mario Paolone is author or coauthor of over 300 scientific papers published in reviewed journals and international conferences.
Sylvain CalinonExpertise
robot learning, human-robot collaboration, optimal control, model-based optimization
I am a Senior Research Scientist at the Idiap Research Institute and a Lecturer at EPFL, with research interests covering robot learning, optimal control, geometrical approaches, and human-robot collaboration. My work focuses on human-centered robotics applications in which the robots can acquire new skills from only few demonstrations and interactions. It requires the development of models that can exploit the st
Ambrogio FasoliAmbrogio FASOLI was born on November 10, 1964, in Milano, Italy. After a classical high school diploma (Maturità Classica) and graduation from the University of Milano, with the degree of Dottore in Fisica, he obtained his Phd at the Ecole Polytechnique Fédérale (EPFL) with a thesis on chaos in wave-particle interactions in plasmas, which was awarded the Best EPFL Thesis prize, in 1993. He then moved to the JET Joint Undertaking, the largest worlds fusion device, near Oxford, UK, to investigate Alfvén waves and burning plasma physics. In 1995-1996 he took a sabbatical leave, visiting several Universities and Research Institutes in Europe and in the USA, including three months at General Atomics in San Diego. In 1996-1997, during a second period at JET, he participated in the fusion power worlds record experiments in Deuterium-Tritium plasmas at JET. In 1997 he was nominated Assistant Professor in MIT Physics Department, where he led a basic plasma physics group and the international collaboration between MIT and JET. In 2001 Ambrogio FASOLI was nominated Assistant Professor of Physics at EPFL, Lausanne, Switzerland, and Professeur Boursier of the Swiss National Science Foundation. He became member of CRPP Directorate and took the leadership of CRPP basic plasma physics group and of the TCV tokamak, one of the major fusion experiments worldwide. At European level he was scientific coordinator for JET experiments, spokesperson for multi-machine experiments in the frame of International Tokamak Physics Activities, and Project Leader for a JET Enhancement project. In 2005 he became Associate Professor of Physics with tenure at EPFL, then member of EFDA Science and Technology Advisory Committee, and of the Steering Committee of the Association EURATOM-Swiss Confederation. From 2006 he was also Deputy Director, then from 2007 Executive Director of CRPP and from 2008 Full Professor of Physics at EPFL. For a number of years he was the Chair of the EPFL Physics Strategic Committee and a member of the Directorate of the EPFL School of Sciences. Since the summer of 2014 Professor FASOLI was the sole Director of CRPP. He now represents Switzerland in the EUROfusion General Assembly and Bureau, and in the Governing Board for Fusion for Energy. He is member of the EUROfusion DEMO project Board, of the Scientific Board of the Helmotz Virtual Institute on Advanced Microwave Diagnostics, of the European Delegation for the Cooperation between Euratom and the Government of India in Fusion Energy Research, of the European Consortium for the development of the ITER gyratron (EGYC), and participates to numerous international review panels. He chairs the FuseNet Academic Council, the International Advisory Panel for the Laboratory of Excellence Plas@Par in the Sorbonne Universities, the European Consortium for the construction of the ITER microwave Upper Launcher (ECHUL), and the Promotion Committee of the EPFL Faculty of Basic Sciences. He is one the three European representatives in the International Tokamak Physics Activities Coordinating Committee, advising ITER, and the Editor-in-Chief of the IAEA journal Nuclear Fusion. Since January 2019, Ambrogio Fasoli is the Chair of the General Assembly, i.e. the president of EUROfusion, the European Consortium for Development of Fusion Energy. Professor FASOLI is a Fellow of the American Physical Society and since 2001 a Visiting Professor at MIT Physics Department. He is the Director of the Swiss Plasma Center.
Michaël UnserExpertise
Image Processing, Medical Imaging, Biological Imaging, Wavelets, Splines, Multiresolution
Michael Unser is Full Professor with EPFL’s school of Engineering and the academic director of EPFL's Center for Imaging, Lausanne, Switzerland. His primary areas of investigation are signal processing, biomedical imaging and applied functional analysis. He is internationally recognized for his research contributions to sampling theory, wavelets, the use of splines for image processing, stochastic processes,
Olivier SchneiderAfter his thesis defense in particle physics in 1989 at University of Lausanne, Olivier Schneider joins LBL, the Lawrence Berkeley Laboratory (California), to work on the CDF experiment at the Tevatron in Fermilab (Illinois), first as a research fellow supported by the Swiss National Science Foundation, and later as a post-doc at LBL. He participates in the construction and commissioning of the first silicon vertex detector to operate successfully at a hadron collider; this detector enabled the discovery of the sixth quark, named "top". Since 1994, he comes back to Europe and participates in the ALEPH experiment at CERN's Large Electron-Positron Collider, as CERN fellow and then as CERN scientific staff. He specializes in heavy flavour physics. In 1998, he becomes associate professor at University of Lausanne, then extraordinary professor at the Swiss Institute of Technology Lausanne (EPFL) in 2003, and finally full professor at EPFL in 2010. Having worked since 1997 on the preparation of the LHCb experiment at CERN's Large Hadron Collider, which started operation in 2009, he is now analyzing the first data. He also contributes since 2001 to the exploitation of the data recorded at the Belle experiment (KEK laboratory, Tsukuba, Japan). These two experiments study mainly the decays of hadrons containing a b quark, as well CP violation, i.e. the non-invariance under the symmetry between matter and antimatter.
Emmanuel AbbéTeaching & PhD PhD Students Denys Pushkin, Ortal Yona Senouf, Vladyslav Shashkov Past EPFL PhD Students Elisabetta Cornacchia, Aryo Lotfi Courses Reasoning in artificial intelligence MATH-700 Large language models have raised the potential of artificial intelligence in various applications, including science and mathematics, but their reasoning capabilities remain under investigations. This class focuses on defining, measuring and improving the reasoning capabilities of such AI models.
Awa
