Organizing Committee
- Jan Hesthaven
Ecole Polytechnique Federale de Lausanne - George Karniadakis
Brown University
Abstract
Note: At this time, ICERM is no longer accepting applications for this workshop as we are at capacity. Talks will be live streamed and recorded for viewing.
The machine learning revolution is already having a significant impact across the social sciences and business, but it is also beginning to change computational science and engineering in fundamental and very varied ways.
We are experiencing the rise of new and simpler data-driven methods based on techniques from machine learning such as deep learning. This revolution allows for the development of radical new techniques to address problems known to be very challenging with traditional methods and suggests the potential dramatic enhancement of existing methods through data informed parameter selection, both in static and dynamic modes of operation. Techniques are emerging that allows us to produce realistic solutions from non-sterilized computational problems in diverse physical sciences.
However, the urgent and unmet need to formally analyze, design, develop and deploy these emerging methods and develop algorithms must be addressed. Many central problems, e.g., enforcement of physical constraints in machine learning techniques and efficient techniques to deal with multiscale problems, are unmet in existing methods.
The primary goal of this Hot Topic workshop is to bring together leading researchers across various fields to discuss recent results and techniques at the interface between traditional methods and emerging data-driven techniques to enable innovation in scientific computing in computational science and engineering.
This workshop is fully funded by a Simons Foundation Targeted Grant to Institutes.

Confirmed Speakers & Participants
Talks will be presented virtually or in-person as indicated in the schedule below.
- Speaker
- Poster Presenter
- Attendee
- Virtual Attendee
-
Alejandro Aceves
Southern Methodist University
-
Hossein Ahmadzadeh
Yale University
-
Adrian Albert
Lawrence Berkeley National Lab
-
Harbir Antil
George Mason University
-
Pablo Antolin
EPFL
-
Daniel Appelö
University of Colorado Boulder
-
Hessam Babaee
University of Pittsburgh
-
Matthew Beauregard
Stephen F. Austin State University
-
Andrea Beck
University of Stuttgart
-
Sambit Bhattacharya
Fayetteville State University
-
Toheeb Biala
Middle Tennessee State University
-
Jozef Bodnar
Stony Brook University
-
Benjamin Bodner
Brown Universtiy
-
Francesca Boso
Stanford University
-
Christopher Bresten
Ajou University
-
Annalisa Buffa
École Polytechnique Fédérale de Lausanne
-
Tan Bui-Thanh
University of Texas at Austin
-
Kevin Carlberg
Sandia National Laboratories
-
Jesse Chan
Rice University
-
Xinshi Chen
Georgia Institution of Technology
-
Yanlai Chen
University of Massachusetts, Dartmouth
-
Haiyan Cheng
Willamette University
-
Shijing Cheng
Brown University
-
Harish Cherukuri
UNC Charlotte
-
Siu Wun Cheung
Texas A&M University
-
Peter Chin
Boston University
-
Sehun Chun
Yonsei University
-
Niccolo' Dal Santo
EPFL
-
Nick Dexter
Simon Fraser University
-
Geoffrey Dillon
University of South Carolina
-
Weinan E
Princeton University
-
Kossi Edoh
NC A&T State University
-
Michael Eickenberg
UC Berkeley
-
Fariba Fahroo
DARPA
-
Muhammad Junaid Farooq
New York University
-
Gerald Friedland
University of California, Berkeley
-
Guosheng Fu
Brown University
-
Alexisz Gaal
NYU
-
Nathan Garland
Los Alamos National Laboratory
-
Lila Ghemri
Texas Southern University
-
Adrianna Gillman
Rice University
-
Carlo Graziani
Argonne National Laboratory
-
Noel Greis
North Carolina State University
-
Mamikon Gulian
Brown University
-
Ling Guo
Shanghai Normal University
-
Mustafa Hajij
Ohio State University
-
Boris Hanin
Texas A&M University
-
Matthias Heinkenschloss
Rice University
-
Jan Hesthaven
Ecole Polytechnique Federale de Lausanne
-
Longxiu Huang
Vanderbilt University
-
Sorin Istrail
Brown University
-
Ameya Jagtap
Tata Institute of Fundamental Research
-
Vasileios Kalantzis
IBM Research
-
Dante Kalise
Imperial College London
-
George Karniadakis
Brown University
-
karthik kashinath
Lawrence Berkeley National Lab
-
Chris Kavouklis
Lawrence Livermore National Laboratory
-
Yannis Kevrekidis
Johns Hopkins University
-
Abdul Khaliq
Middle Tennessee State University
-
Ehsan Kharazmi
Brown University
-
Ratna Khatri
George Mason University
-
Kathlén Kohn
ICERM
-
Liang Kong
University of Illinois at Springfield
-
J. Nathan Kutz
University of Washington
-
Oscar Leong
Rice University
-
Shiying Li
Vanderbilt University
-
Jichun Li
University of Nevada Las Vegas
-
Zhen Li
Brown University
-
Tong Li
University of Iowa
-
Xiang Li
Brown University
-
Guang Lin
Purdue University
-
Kathryn Lindsey
Boston College
-
Lu Lu
Brown University
-
Sandeep Madireddy
Argonne National Laboratory
-
Brad Marston
Brown University
-
Xuhui Meng
Brown University
-
Matt Menickelly
Argonne National Laboratory
-
HRUSHIKESH MHASKAR
Claremont Graduate University
-
Elisa Negrini
Worcester Polytechnic Institute
-
Monica Nogueira
North Carolina State University
-
Melkior Ornik
University of Illinois at Urbana-Champaign
-
Ludger Paehler
Technical University of Munich
-
Mario Parente
University of Massachusetts Amherst
-
Ravi Patel
Sandia National Laboratories
-
Anthony Patera
MIT
-
Luca Pegolotti
EPFL
-
Thomas Peters
University of Connecticut
-
Philipp Petersen
University of Oxford
-
Armenak Petrosyan
Oak Ridge National Laboratory
-
Alexander Pilyavsky
Private
-
Farhad Pourkamali Anaraki
University of Massachusetts Lowell
-
Elizabeth Qian
MIT
-
Maziar Raissi
NVIDIA
-
Jinlian Ren
Brown University
-
Viktor Reshniak
Oak Ridge National Laboratory
-
Sethuraman Sankaran
HeartFlow Inc
-
Thomas Serre
Brown University
-
Qin Sheng
Baylor University
-
Yeonjong Shin
Brown University
-
Jonathan Siegel
Pennsylvania State University
-
Leslie Smith
University of Wisconsin
-
Zhigong Song
Brown University
-
Le Song
Georgia Tech
-
Panos Stinis
Pacific Northwest National Laboratory
-
Jason Szafron
Yale University
-
Yu-Hang Tang
Lawrence Berkeley National Laboratory
-
Jeremy Teitelbaum
University of Connecticut
-
Svetlana Tokareva
Los Alamos National Laboratory
-
Nathaniel Trask
Sandia National Laboratory
-
Rohit Tripathy
Purdue University
-
Shubhendu Trivedi
ICERM
-
Gregory Valiant
Stanford University
-
Marilyn Vazquez Landrove
ICERM
-
Fabian Waleffe
University of Wisconsin-Madison
-
Xiaoliang Wan
Louisiana State University
-
Hong Wang
University of South Carolina
-
Yi Wang
Brown University
-
Ying Wang
University of Oklahoma
-
Dong Wang
University of Utah
-
Min Wang
Texas A&M University
-
Zhichao Wang
Texas A&M University
-
Joseph Weissman
Virginia Tech
-
David Widemann
Lawrence Livermore National Laboratory
-
Nickolas Winovich
Purdue University
-
Evan Witz
Worcester Polytechnic Institute
-
Jinlong Wu
California Institute of Technology
-
Yuanzhe Xi
Emory University
-
Heng Xiao
Virginia Tech
-
Dongbin Xiu
Ohio State University
-
Jinchao Xu
Pennsylvania State University
-
Kailai Xu
Stanford University
-
Qian Yang
University of Connecticut
-
He Yang
Augusta University
-
Ziyi Yang
Stanford
-
Alireza Yazdani
Brown Univeristy
-
Minglang Yin
Brown University
-
Xinyue Yu
brown university
-
Zhongqiang Zhang
Worcester Polytechnic Institute
-
Jingyan Zhang
Texas A&M University
-
Qiang Zhang
Brown University
-
Jia Zhao
Utah State University
-
Zitong Zhou
Stanford University
-
Xueyu Zhu
University of Iowa
-
Quanyan Zhu
New York University
-
Yuhua Zhu
University of Wisconsin-Madison