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conference
04/08/2021 07/08/2021

Conference on Mathematics of Machine Learning

Center for Interdisciplinary Research (ZiF), Bielefeld University
Plenarsaal



Please see also the poster overview in the topic 'Poster session'.

Speakers

Yasaman Bahri

Google Brain, USA

Pierre Baldi

University of California, Irvine, USA

Peter Bartlett

University of California, Berkeley, USA

Minh Hà Quang

RIKEN-AIP, Japan

Matthias Hein

University of Tübingen, Germany

Stefanie Jegelka

Massachusetts Institute of Technology, USA

Arnulf Jentzen

Universität Münster, Germany

Kathlén Kohn

KTH - Royal Institute of Technology, Sweden

Věra Kůrková

Czech Academy of Sciences, Czech Republic

Jason Lee

Princeton University, USA

Stanley Osher

University of California, Los Angeles, USA

Jeffrey Pennington

Google Brain, USA

Stefano Soatto

University of California, Los Angeles, USA

Ingo Steinwart

University of Stuttgart, Germany

Dmitry Yarotsky

Skoltech, Russia

Lenka Zdeborová

EPFL - École Polytechnique Fédérale de Lausanne, Switzerland

Program

Aug 4, 2021
10:00 - 10:30
10:30 - 11:00
11:00 - 12:00 Lenka Zdeborová (EPFL - École Polytechnique Fédérale de Lausanne, Switzerland)
12:00 - 12:30 Youness Boutaib (RWTH Aachen University, Aachen, Germany)
12:30 - 13:00 Yuguang Wang (Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany)
13:00 - 14:00
14:00 - 14:30 Luca Ratti (University of Genoa, Genova, Italy)
14:30 - 15:00 Florent Krzakala (EPFL, Lausanne, Switzerland)
Generalization & Overparametrization in Machine Learning: Rigorous Insights from Simple Models
15:00 - 15:30
15:30 - 16:00 Oxana Manita (Eindhoven University of Technology, Eindhoven, Netherlands)
Dropout regularization viewed from the large deviations perspective
16:00 - 16:30 Jochen Merker (HTWK Leipzig, Leipzig, Germany)
16:30 - 17:00
17:00 - 18:00 Peter Bartlett (University of California, Berkeley, USA)
18:00 - 19:00 Stefano Soatto (University of California, Los Angeles, USA)
19:00 - 00:00
Aug 5, 2021
09:30 - 10:30 Ingo Steinwart (University of Stuttgart, Germany)
10:30 - 11:00
11:00 - 12:00 Dmitry Yarotsky (Skoltech, Russia)
12:00 - 12:30 Andreas Habring (University of Graz, Graz, Austria)
12:30 - 14:00
14:00 - 15:00
Poster Session
15:00 - 15:30
15:30 - 16:30 Stefanie Jegelka (Massachusetts Institute of Technology, USA)
16:30 - 17:00
17:00 - 18:00 Pierre Baldi (University of California, Irvine, USA)
18:00 - 19:00 Yasaman Bahri (Google Brain, USA)
Aug 6, 2021
09:30 - 10:30 Matthias Hein (University of Tübingen, Germany)
10:30 - 11:00
11:00 - 12:00 Kathlén Kohn (KTH - Royal Institute of Technology, Sweden)
12:00 - 12:30 Luigi Malagò (Transylvanian Institute of Neuroscience (TINS), Cluj-Napoca, Romania)
Lagrangian and Hamiltonian Mechanics for Probabilities on the Statistical Bundle
12:30 - 13:00 Kirandeep Kour (Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany)
13:00 - 14:00
14:00 - 14:30 Matthias Löffler (ETH Zürich, Zurich, Switzerland)
14:30 - 15:00 Benjamin Fehrman (University of Oxford, Oxford, United Kingdom)
15:00 - 15:30
15:30 - 16:30 Terry Lyons (University of Oxford, United Kingdom)
16:30 - 17:00
17:00 - 17:30 Michael Murray (University of Oxford, Oxford, UK, United Kingdom)
17:30 - 18:00 Daniel McKenzie (University of California, Los Angeles, Los Angeles, USA)
18:00 - 19:00 Jeffrey Pennington (Google Brain, USA)
19:00 - 00:00
Aug 7, 2021
09:30 - 10:30 Arnulf Jentzen (Universität Münster, Germany)
10:30 - 11:00
11:00 - 12:00 Minh Hà Quang (RIKEN-AIP, Japan)
12:00 - 12:30 Hanyuan Hang (University of Twente, Enschede, Netherlands)
12:30 - 13:00 Soon Hoe Lim (Nordita, KTH Royal Institute of Technology and Stockholm University, Stockholm, Sweden)
13:00 - 14:00
14:00 - 14:30 Guido Montúfar (Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany)
Implicit bias of gradient descent for mean squared error regression with wide neural networks
14:30 - 15:00 Michael Schmischke (Chemnitz University of Technology, Chemnitz, Germany)
15:00 - 15:30
15:30 - 16:00 Sebastian Kassing (WWU Münster, Münster, Germany)
16:00 - 16:30 Burim Ramosaj (TU Dortmund, Dortmund, Germany)
16:30 - 17:00
17:00 - 18:00 Jason Lee (Princeton University, USA)
18:00 - 19:00 Věra Kůrková (Czech Academy of Sciences, Czech Republic)

Scientific Organizers

Benjamin Gess

Max Planck Institute for Mathematics in the Sciences

Guido Montúfar

Max Planck Institute for Mathematics in the Sciences

Nihat Ay

Hamburg University of Technology