Research at the Interface of Applied Mathematics and Machine Learning
CBMS Conference
Department of Mathematics, University of Houston
The Department of Mathematics at the University of Houston will be hosting the CBMS Conference: Research at the Interface of Applied Mathematics and Machine Learning from 12/08/2025 to 12/12/2025.
Principal Lecturer
The principal lecturer of the conference is Dr. Lars Ruthotto, a Winship Distinguished Research Associate Professor in the Department of Mathematics and the Department of Computer Science at Emory University and a member of Emory’s Scientific Computing Group.
Show Narrative CV
Dr. Ruthotto is an internationally recognized leading researcher in scientific computing, inverse problems, PDE-constrained optimization, machine learning, and mathematical and numerical methods for deep learning. He is a Winship Distinguished Research Associate Professor in the Department of Mathematics and the Department of Computer Science at Emory University. He received his Ph.D. in Mathematics from the University of Münster in Germany in 2012. After his PhD, he joined the University of British Columbia for a Postdoctoral Research Fellowship from 2013 through 2014. He became a faculty at Emory University in 2014.
He was a Senior Fellow at the Institute for Pure and Applied Mathematics in the long program on Machine Learning for Physics and Physics of Learning in 2019. He also held a position as Senior Consultant at XTract Technologies Inc., a company that provides artificial intelligence technologies to telecommunications, transportation, health care, and environmental sectors, from 2017 through 2019. He leads the Emory REU/RET site for Computational Mathematics for Data Science. Dr. Ruthotto received the NSF Career Award in 2018.
Dr. Ruthotto has a track record of top-tier publications in areas such as computational mathematics, optimal control, machine learning and optimization. He has given over 60 invited talks at top research universities and flagship meetings in applied and computational mathematics. He has also contributed to several conferences and workshops. He was the co-chair of the SIAM Conference on Mathematics of Data Science in 2022 and a co-organizer of the workshops on Theory of Deep Learning at the Isaac Newton Institute for Mathematical Sciences at the University of Cambridge and Optimization under Uncertainty: Learning and Decision Making at the Banff International Research Station both in 2021.
His professional service includes chairing the SIAM Activity Group on the Mathematics of Data Science, being a section editor in the Machine Learning Methods for Scientific Computing section at the SIAM Journal on Scientific Computing, and being an associate editor at SIAM Review in the research spotlight section.
Speakers
- Raghu Bollapragada, Operations Research and Industrial Engineering, UT Austin
- Eric C. Chi, Statistics, University of Minnesota
- Simon Foucart, Mathematics, Texas A&M
- Juntao Huang, Mathematics & Statistics, University of Delaware
- Aurya Javeed, Optimization and Uncertainty Quantification, Sandia National Laboratories
- Demetrio Labate, Mathematics, University of Houston
- Wenjing Liao, Mathematics, Georgia Tech
- Akil Narayan, Mathematics, University of Utah
- Elizabeth Newman, Mathematics, Tufts Univeristy
- Jonathan Siegel, Mathematics, Texas A&M
- Deepanshu Verma, Mathematical & Statistical Sciences, Clemson University
- Lu Zhang, CMOR, Rice University
Panelists
- Detlef Hohl, Shell Technology Center Houston
- Xiaoqian Jiang, School of Biomedical Informatics, UTHealth Houston
- Peter Kochunov, Psychiatry and Behavioral Sciences, UTHealth Houston
- Javad Razjouyan, Baylor College of Medicine
- Amir Sharafkhaneh, Baylor College of Medicine
- Xiao-Hui Wu, ExxonMobil Technology & Engineering
Conference Participants
- Jorge Chumbipuma, CMOR, Rice University
- Jingchun Shao, Mathematics, Texas A&M
- Ahmed Al Hasan, Mathematics, University of Houston
- Tao Hong, Oden Institute, University of Texas at Austin
- Chenyang Cao, Mathematics, Purdue University
- Tong Ding, Purdue University
- Deepak Bastola, Mathematics, Florida Atlantic University
- Anarzhan Abilgazy, Mathematics, Southern Methodist University
- Annalisa Quaini, Mathematics, University of Houston
- Mayank Konduri, Cockrell School of Engineering, University of Texas at Austin
- Zhihua Li, Mathematics, University of Iowa
- Zhongjie Shi, School of Mathematics, Georgia Institute of Technology
- Xingjian Li, Oden Institute, University of Texas at Austin
- Bernardo Rivas, Mathematics, The University of Toledo
- Diego Andres Vega Avilez, Mathematics, University of Houston
- Sajjadul Bari, Mathematics, University of Houston
- Murad Hossen, Mathematics, University of Houston
- Asikul Islam, Mathematics, University of Houston
- Samundra Regmi, Mathematics, University of Houston
- Liangchen Liu, Mathematics, University of Texas at Austin
- Kossi D. Edoh, Mathematics, North Carolina A&T State University
- Zihan Shao, Mathematics, University of California, San Diego
- Ryad Ghanam, Mathematics, Virginia Commonwealth University
- Jessie Chen, Mathematics, North Carolina State University
- Quoc Nguyen, Mathematics, University of Houston
- Lizuo Liu, Mathematics, Dartmouth College
- Gabriela Jaramillo, Mathematics, University of Houston
- Christopher Chukwuemeka, Mathematics, University of Houston
- Zhaiming Shen, Mathematics, Georgia Institute of Technology
- Widodo Samyono, Mathematics, Jarvis Christian University
- William Smith, Mathematics, University of Houston
- Tian-Li Yan, Mathematics, University of Houston
- Mark Simmons, Mathematics, University of Houston
- Biraj Dahal, Mathematics, Georgia Institute of Technology,
- Alaa Alharbi, Mathematics, University of Houston
- Sachin Kumar, Mathematics, University of Houston
- Shahrear Khan Rasel, Mathematics, University of Houston
- Abhijit Chowdhary, Mathematics, University of Tufts
- Peilin Liu, School of Mathematics and Statistics, University of Sydney
- Tony Wehbe, Mathematics, University of Toledo
- Mingtao Xia, Mathematics, University of Houston
- Johnathan Andres, Mathemtics, University of Houston
- Thomas Winckelman, Mathematics, Texas A&M
- Tian-Yi Zhou, Data Science Institute, Columbia University
- William Kalies, Mathematics, Florida Atlantic University
- David Mis, CMOR, Rice University
- Wael El Khateeb, Mathematics, University of Toledo
- Karthik Kumar Vasudeva, Mathematics, Texas Tech University
- Wanjun Ning, Mathematics, University of Texas at Arlington
- Aidan Gettemy, Mathematics, University of Texas at Dallas
- Lander Besabe, School of Mathematical and Statistical Sciences, Clemson University
- Parnian Ahmadzadeh, Mathematics, University of Houston
- Pavithra Venkatachalapathy, Mathematics & Statistics, Texas Tech University
- Yan Jiang, Mathematics, Southern Illinois University at Edwardsville
- Charles Ibitamuno, Mathmatics, Columbia University
- Uzochi Gideon, CMOR, Rice University
- Md Shafiqul Islam, Mathematics, University of Houston
- Amy Veprauskas, Applied Mathematics, University of Louisiana at Lafayette
- Kamrun Nahar Mily, Mathematics, University of Houston
- Maria Vasilyeva, Mathematics, Texas A&M Corpus Christi
- Hyangim Ji, Mathematics, Texas A&M Corpus Christi
- Solomon Tumwekwase, Mathematics, University of Houston
- Krishnan Raghavan, Argonne National Laboratory
- Sadaf Athar Khan, Mathematics, University of Houston
- Kenneth Evans, Mathematics, University of Houston
- Md Rezwan Bin Mizan, Mathematics, University of Houston
- Charles Puelz, Mathematics, University of Houston
- Maral Motlagh, Mathematics, University of Houston
- Desmond Boateng, Mathematics, Boise State University
- Mario Bencomo, Mathematics, Fresno State University
- Nicolas Charon, Mathematics, University of Houston
- Shao-Ting Chiu, Electrical and Computer Engineering, Texas A&M
- Kanan Gupta, Mathematics, University of Pittsburgh
- Tanmoy Bairagi, Mathematics, University of Houston
- Ujas Shah, Computer Science, University of Colorado Boulder
- Andrew Torok, Mathematics, University of Houston
- Shivam Patel, Mathematics, Portland State University
- Haolan Zheng, Mathematics, University of Massachusetts Dartmouth
- Md Amran Hossan Mojamder, Mathematics, University of Houston
- Ilya Timofeyev, Mathematics, University of Houston
- Amiri Pegah, Mathematics, University of Houston
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