Workshop on Neural Networks and Deep Learning

June 6 - 10, 2022, The Fields Institute

Location: Fields Institute, Stewart Library

Description

Forthcoming.

Registration Instruction:

Schedule

Monday, June 6th, 2022
09:00 to 09:50	Mathematics of Deep Learning René Vidal, Johns Hopkins University
10:00 to 10:50	Mathematics of Deep Learning René Vidal, Johns Hopkins University
10:50 to 11:20	Coffee Break
11:20 to 12:10	Networks that Adapt to Intrinsic Dimensionality Beyond the Domain Alex Cloninger, University of California, San Diego
12:10 to 14:00	Lunch
14:00 to 14:50	Graph signal sampling and interpolation based on clusters and averages Isaac Pesenson, Temple University
15:00 to 15:30	Deep neural Networks are effective at learning high-dimensional Banach-valued functions from limited data Sebastian Moraga Scheuermann, Simon Fraser University
15:40 to 16:10	Non-convex penalization for training sparse neural networks Armenak Petrosyan, Georgia Tech
16:10 to 16:20	Coffee Break

Tuesday, June 7th, 2022
09:00 to 09:50	Semantic Information Pursuit René Vidal, Johns Hopkins University
10:00 to 10:50	Semantic Information Pursuit René Vidal, Johns Hopkins University
10:50 to 11:20	Coffee Break
11:20 to 12:10	Deterministic and Stochastic Modeling of Evolution Operators using Deep Networks Radu Balan, University of Maryland Location:online
12:10 to 14:00	Lunch
14:00 to 14:50	Margins and Neural Collapse in Deep Learning Andrzej Banburski, Massachusetts Institute of Technology Location:online
15:00 to 15:30	Parseval Proximal Neural Networks Marzieh Hasannasab, Technical University of Berlin Location:online
15:40 to 16:10	Approximate Orthogonality and non-harmonic Fourier Frames on the Ball Azita Mayeli, City University of New York (CUNY), The GC and QCC

Wednesday, June 8th, 2022
09:00 to 09:50	CANCELLED - Deep Approximation via Deep Learning Zuowei Shen, National University of Singapore Location:online
10:00 to 10:50	Unifying variational formulation of supervised learning: From kernel methods to neural networks Michael Unser, Ecole polytechnique fédérale de Lausanne (EPFL) Location:online
10:50 to 11:20	Coffee Break
11:20 to 12:10	Tight upper bounds for expressivity of one-dimensional deep ReLU networks Gerlind Plonka, University of Goettingen Location:online
12:10 to 14:00	Lunch
14:00 to 14:50	Local Signal Adaptivity: Feature learning in Neural networks beyond kernels Aarti Singh, Carnegie Mellon University Location:online
15:00 to 15:50	Neural Network Approximation I : Foundations and basic approximation theory of neural networks Philipp Petersen, University of Vienna Location:online
16:00 to 16:50	Neural Network Approximation II: The role of depth Philipp Petersen, University of Vienna Location:online

Thursday, June 9th, 2022
09:00 to 09:50	Neural Network Approximation III: The curse of dimensionality Philipp Petersen, University of Vienna Location:online
10:00 to 10:50	Neural-network based learning of functions with singularities Philipp Petersen, University of Vienna Location:online
10:50 to 11:20	Coffee Break
11:20 to 12:10	Fundamental limits of deep neural network learning Helmut Bölcskei, ETH Zürich Location:online
12:10 to 14:00	Lunch
14:00 to 14:50	No Title Specified Arthur Szlam, Facebook Location:online
15:00 to 15:30	The universal approximation theorem for complex-valued neural networks Felix Voigtlaender, Catholic University of Eichstätt-Ingolstadt Location:online
15:40 to 16:10	Black-Box Optimization with a Novel Nonlocal Gradient and Its Applications to Deep Learning Hoang Tran, Oak Ridge National Laboratory

Friday, June 10th, 2022
09:00 to 09:50	No Title Specified Alex Powell, Vanderbilt University Location:online
10:00 to 10:50	No Title Specified Matthew Hirn, Michigan State University Location:online
10:50 to 11:20	Coffee Break
11:20 to 12:10	Deep Approximation via Deep Learning Zuowei Shen, National University of Singapore Location:online
13:00 to 13:50	Probabilist Harmonic Analysis Models of Deep Neural Networks Stéphane Mallat, Collège de France Location:online
14:00 to 14:50	Probabilist Harmonic Analysis Models of Deep Neural Networks Stéphane Mallat, Collège de France Location:online

Registered Participants

Name	Affiliation
Salih Abdalla	SADA Academy
Ahmed Abdeljawad	Johann Radon Institute for Computational and Applied Mathematics (RICAM)
Mahmoud Abouamer	University of Waterloo
Danial Abyazi	Institute for Advanced Studies in Basic Sciences
Ben Adcock	Simon Fraser University
Faraz Ahmad	University of Bologna
Rima Alaifari	ETH Zürich
amir ali
Maria Teresa Arias Noguerales	Universidad Autónoma de Madrid
Shivam Arora	Memorial University
Ahmed Ashraf	Ghent University
Aras Bacho	LMU
Meyssam Bagheri
Andrzej Banburski	Massachusetts Institute of Technology
Francesca Bartolucci	ETH Zürich
Tamal Batabyal	University of Virginia
Helmut Bölcskei	ETH Zürich
Farid Bozorgnia	Instituto Superior Técnico - Lisboa
Rafael Bressan	Federal University of Parana - UFPR
Giovani Candido	UNESP
Jinghua Cao	Scotiabank
Juan Cardenas	Simon Fraser University
Cheng Cheng	Sun Yat-sen University
Vedant Choudhary	University of Toronto
Abhiroop Chowdhury	McMaster University
Weiqi Chu	University of California, Los Angeles
Cristina Cipriani	Technical University of Munich
Aaron Clark	Southern Connecticut State University
Alex Cloninger	University of California, San Diego
Vinicius Custodio
Feng Dai	University of Alberta
Mahmood Ettehad	Institute for Mathematics and its Application (IMA)
Fatemeh Fahimi	Max Planck Institute for Mathematics
Mostafa Fazly	University of Texas at San Antonio
Alessandro Felisi	University of Genova
Greg Forkutza	McMaster University
Massimo Fornasier	Technical University of Munich
Yuan Gao	University of Toronto
Ankush Kumar Garg	Indian Institute of Science Education and Research, Thiruvananthapuram
Anna Gilbert	Yale University
Juan Giribet	University of San Andres
Dayanne Gomes	Universidade de São Paulo
Luke Gong	Brain Dynamics and Control
Salvish Goomanee	Infinite Foundry
Genady Grabarnik	St. John's University
Naveen Gupta	Indian Institute of Technology Delhi
Julian David Gutierrez Pineda	King Abdullah University of Science and Technology
Araceli Guzmán Tristán	CIMAT
Kyung Ha	University of California, Los Angeles
Itamar Halevy
Keaton Hamm	Univers
Bin Han	University of Alberta
Iryna Hartsock	University of Florida
Marzieh Hasannasab	Technical University of Berlin
Matthew Hirn	Michigan State University
Jeffrey Hogan	University of Newcastle
Lixin https://scholar.google.com/citations?user=9fSXDhwAAAAJ&hl=en	Syracuse University
Hui Huang	University of Calgary
Longxiu Huang	University of California, Los Angeles
Torres Huang	Sun Yat-sen University
Ruimeng Hu	University of California, Santa Barbara
Slim Ibrahim	University of Victoria
Behnaz Jafari	University of Calgary
JIANQING JIA	Syracuse University
Leah Jia	University of Washington
Bangti Jin	University College London
Palle Jorgensen	University of Iowa
Adilbek Kairzhan	University of Toronto
Shujie Kang	University of Texas at Arlington
Ranjith Katta	University of Kerala
Varun Khurana	University of California at San Diego
bohyun kim	University of California, Los Angeles
Emily King	Colorado State University
Timofey Knyazhevskiy	Queen's University
Venkata Srinivas Kothapalli	Motorola Mobility
Vishvesh Kumar	Ghent University
Christian Kümmerle	Johns Hopkins University
Thi Ha Kyaw	University of Toronto
Roy Lederman	Yale University
Wonjun Lee	University of California, Los Angeles
Yeonju Lee	Korea University - Sejong
Adesina Lekan	Obafemi Awolowo University
Andres Felipe Lerma Pineda	University of Vienna
Chunyang Liao	Texas A&M University
Romi Lifshitz	McMaster University
Kyuson Lim	McMaster University
Kathryn Linehan	University of Virginia
Fang Xi Lin	University of Toronto
Quyuan Lin	UC Santa Barbara
Pietro Lio	University of Cambridge
Aifang Liu	Taiyuan University of Technology
Nina Liu	University of Toronto
Wen Li	University of California, Los Angeles
Jeri Luckenbaugh	University of Texas at Dallas
Yifei Lu	University of Toronto
Anna Ma	UC Irvine
Andrea Macrina	University College London
Mauro Maggioni	Johns Hopkins University
Rajnish Mallick	Thapar Institute of Engineering and Technology
Tahir Manzoor	Maulana Azad National Urdu University, Hyderabad-500032
Jiayu Mao	The Ohio State University
Azita Mayeli	City University of New York (CUNY), The GC and QCC
Sokhna Diarra Mbacke	Université Laval
Ismael Medina Suarez	University of Göttingen
CHEBBAB Mesbah	Tizi-Ouzou university
Alireza Mofidi	AUT-IPM
Mohamed Hisam Mohamed Saleh	Postgraduate Institute of Science, University of Peradeniya
Caroline Moosmueller	University of California, San Diego
Sebastian Moraga Scheuermann	Simon Fraser University
Daniel Morales	University of São Paulo
Jose Morales	University of Texas at San Antonio
Pedro Morettin	University of São Paulo
Mario Morfin	NetraMark Corporation
Constant Mori	University of Toronto
Frederic Morneau-Guerin	TELUQ
Amir Moslemi	Toronto Metropolitan University
Jingrui Mu	University of Ottawa
Ioana Nedelcu	York University
LInda Ness	Rutgers University
Anh Neuman	MSU
Maksym Neyra-Nesterenko	Simon Fraser University
Phume Ngampornsukswadi	Scotiabank
Fabio Nicola	Politecnico di Torino
Levon Nurbekyan	University of California, Los Angeles
Artur Oliveira	Universidade de São Paulo
Anton Orlichenko	Tulane University
Rosa Yuliana Gabriela Paccotacya Yanque	UNICAMP
Josiah Park	Texas A&M University
Dhiraj Patel	Indian Institute of Technology Delhi
Vyom Patel	University of Saskatchewan
Jason Pekos	McMaster University
Liangzu Peng	Johns Hopkins University
Gabriely Pereira	Instituto de Matematica e Estatistica
Isaac Pesenson	Temple University
Philipp Petersen	University of Vienna
Armenak Petrosyan	Georgia Tech
Goetz Pfander	Katholische Universität Eichstätt-Ingolstadt
Gerlind Plonka	University of Goettingen
Chengwei Qin	OANDA
Mohammad Reza Rahmati	Universidad delaSalle
Michael Rawson	UMD
Callebe Reis	Universidade de Brasilia
Konstantin Riedl	Technical University of Munich
Michael Roberts	University of Cambridge
Abu Hasnat Mohammad Rubaiyat	University of Virginia
Naoki Saito	University of California, Davis
Matteo Santacesaria	University of Genoa
Arash Sarshar	Virginia Tech
Shiva Saxena	University of Toronto
Hossein Seifoory	Nvidia
Ali Sekmen	Tennessee State University
Mohsen Selseleh	University of Guelph
Alessandro Maria Selvitella	eScience Institute, University of Washington
Anna Sepliarskaia	TU Wien
Kimia Shaban	University of Waterloo
IMMAD AHMAD SHAH	SKUAST-Kashmir
Afshin Shaygani	Western University
Yaelin Sheu	National Taiwan University
Florence Shibata
Orlando Silva	FMU
Aarti Singh	Carnegie Mellon University
Maneesh Singh	Motive Technologies, Inc
Hasti Soleimani	Allame
Dong Song	EDHEC business school
Myung-Sin Song	Southern Illinois University Edwardsville
Darrin Speegle	Saint Louis University
Dominik Stöger	KU Eichstätt-Ingolstadt
Chong Sun	University of Toronto
Hansheng Sun	Scotiabank
Qiyu Sun	University of Central Florida
Mario Tanazio	Haver & Boecker Niagara
Sui Tang	University of California, Santa Barbara
Wai Shing Tang
Hong Ye Tan	University of Cambridge
Lei Tao	University of Connecticut
Ana Luiza Tenório	University of São Paulo
praveen throvagunta
Sergey Tikhonov	ICREA and CRM
Giang Tran	University of Waterloo
Hoang Tran	Oak Ridge National Laboratory
Samuel Tull	Cambridge University
Son Tu	University of Wisconsin–Madison
Reihaneh Vafadar	Laval University
Guilherme Vasconcelos	USP
William Verreault	Université Laval
René Vidal	Johns Hopkins University
Felix Voigtlaender	Catholic University of Eichstätt-Ingolstadt
Deqing Wang	Shenyang Institute of Automation, Chinese Academy of Sciences
Jian Wang	University of Virginia
Nanwei Wang	University of New Brunswick
Yuelin WANG	unige
Crystal Wiggins	Northwestern CT Community College
Milton, Chi-Chong Wong	University of Macau
Derrick Xiang	Western University
Kaiying Xie	The Ohio State University
Conglong Xu	George Washington University
Yidan Xu	University of Michigan
Ziqing Xu	Johns Hopkins University
Karamatou Yacoubou Djima	Amherst College
Cheng Yang	University of Toronto
Sichen Yang	Johns Hopkins University
Yunan Yang	ETH Zurich Institute for Theoretical Studies
Nung Kwan Yip	Purdue University
Lei Yu	Tongji University
Jian-Zhou Zhang	Sichuan University
Yipu Zhang	The Multiscale Bioimaging and Bioinformatics Laboratory
Zhi Zhang	University of Toronto
Ming Zhong	Texas A&M University
Yizhe Zhu	UC Irvine

The Fields Institute for
Research in Mathematical Sciences

Workshop on Neural Networks and Deep Learning

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