Organizers: Haizhao Yang, joint with PSU, Purdue, and UMD
When: Mondays @ 10:30am
Where: Online 

Zoom Meeting ID: 927 8056 1489
Password:0900
Link: https://go.umd.edu/MTHDataScience

  • Benefits of Weighted Training in Machine Learning and PDE-based Inverse Problems

    Speaker: Yunan Yang (Cornell University) - https://yunany.github.io/

    When: Mon, August 29, 2022 - 10:30am
    Where: Online
  • Archetypal Analysis

    Speaker: Braxton Osting (University of Utah) - https://www.math.utah.edu/~osting/

    When: Mon, September 12, 2022 - 10:30am
    Where: Online
  • Frequency principle and cheap labels in solving PDEs by neural networks

    Speaker: Zhiqin Xu (Shanghai Jiao Tong University) - https://ins.sjtu.edu.cn/people/xuzhiqin/

    When: Mon, September 19, 2022 - 10:30am
    Where: Online
  • Convergence for score-based generative modeling with polynomial complexity

    Speaker: Jianfeng Lu (Duke University) - https://services.math.duke.edu/~jianfeng/

    When: Mon, September 26, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Some Perspectives from Inverse Problems on Learning Second-Order Elliptic PDEs from Solution Data

    Speaker: Kui Ren (Columbia University) - http://www.columbia.edu/~kr2002/

    When: Mon, October 3, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Geometric Variational Autoencoders for Learning Representations of Nonlinear Dynamics and Dimension Reductions

    Speaker: Paul Atzberger (University of California, Santa Barbara) - http://web.math.ucsb.edu/~atzberg/pmwiki_intranet/index.php?n=AtzbergerHomePage.Homepage?setskin=atzbergerHomepage4

    When: Mon, October 17, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Analysis of adversarial robustness and of other problems in modern machine learning

    Speaker: Nicolas Trillos (University of Wisconsin–Madison) - https://www.nicolasgarciat.com/

    When: Mon, October 24, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Convergence and optimality of single-layer neural networks for reinforcement learning

    Speaker: Andrea Agazzi (University of Pisa) - https://services.math.duke.edu/~agazzi/index.html

    When: Mon, October 31, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Tensor-network approach for statistical mechanics problem

    Speaker: Yuehaw Khoo (University of Chicago) - https://www.stat.uchicago.edu/~ykhoo/

    When: Mon, November 7, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • The future of governing equations

    Speaker: Nathan Kutz (University of Washington) - https://amath.washington.edu/people/j-nathan-kutz

    When: Mon, November 14, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Collective variables in complex systems: from molecular dynamics to agent-based models and fluid dynamics

    Speaker: Peter Koltai (Freie Universität Berlin) - http://userpage.fu-berlin.de/peterkoltai/index.html

    When: Mon, November 21, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • Canceled
  • TBA

    Speaker: George Karniadakis (Brown University) - https://www.brown.edu/research/projects/crunch/george-karniadakis

    When: Mon, December 5, 2022 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900 Link: https://go.umd.edu/MTHDataScience
  • The Mean-Field Ensemble Kalman Filter

    Speaker: Andrew Stuart (Caltech) - http://stuart.caltech.edu/

    When: Mon, January 23, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • TNet: A Tikhonov Neural Network Approach to Inverse Problems and UQ

    Speaker: Tan Bui-Thanh (The University of Texas at Austin) - https://users.oden.utexas.edu/~tanbui/

    When: Mon, January 30, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • The Effects of Activation Functions on the Over-smoothing Issue of Graph Convolutional Networks

    Speaker: Bao Wang (The University of Utah) - https://www.sci.utah.edu/people/bwang.html

    When: Mon, February 6, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Manifold Learning between Mathematics and the Sciences

    Speaker: Marina Meila (University of Washington) - https://sites.stat.washington.edu/mmp/

    When: Mon, February 13, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Self-supervised learning of PDE solution manifolds in function spaces

    Speaker: Paris Perdikaris (University of Pennsylvania ) - https://www.amcs.upenn.edu/people/paris-perdikaris

    When: Mon, February 20, 2023 - 10:30am
    Where: Online with Zoom Meeting ID: 927 8056 1489 Password:0900
  • No equations, no variables, no space, no time: Old and new results on data and the modeling of complex systems

    Speaker: Yannis Kevrekidis (Johns Hopkins University) - https://engineering.jhu.edu/faculty/ioannis-kevrekidis/

    When: Mon, February 27, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Learning Operators

    Speaker: Siddhartha Mishra (ETH Zurich) - https://camlab.ethz.ch/the-group/people.html?u=smishra

    When: Mon, March 6, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • The mathematics of neural networks: recent advances, thoughts, and a path forward

    Speaker: Mikhail Belkin (University of California, San Diego) - http://misha.belkin-wang.org/

    When: Mon, March 13, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • How much can one learn a PDE from a single solution data?

    Speaker: Hongkai Zhao (Duke University) - https://scholars.duke.edu/person/Hongkai.Zhao

    When: Mon, March 20, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Coupling physics-deep learning inversion

    Speaker: Lu Zhang (Columbia University) - https://luzhanghpp.github.io/

    When: Mon, March 27, 2023 - 10:30am
    Where: Phy 1204 and Online Zoom Meeting ID: 927 8056 1489 Password:0900
  • Data-driven discovery of interacting particle systems via Gaussian process

    Speaker: Sui Tang (University of California, Santa Barbara) - https://web.math.ucsb.edu/~suitang/

    When: Mon, April 3, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • What affects the generalization of Neural networks?

    Speaker: Rongrong Wang (Michigan State University) - https://users.math.msu.edu/users/wangron6/

    When: Mon, April 10, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Quantum numerical analysis

    Speaker: Lexing Ying (Stanford University) - https://web.stanford.edu/~lexing/

    When: Mon, April 17, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • On the 2nd AI Wave: Toward Interpretable, Reliable, and Sustainable AI

    Speaker: Jay Kuo (University of Southern California) - https://viterbi.usc.edu/directory/faculty/Kuo/Chung-Chieh

    When: Mon, April 24, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900
  • Machine Learning Developments and Applications in Solid-Earth Geosciences - A Review

    Speaker: Yunyue Li (Purdue University) - https://www.eaps.purdue.edu/people/profile/li4017.html

    When: Mon, May 1, 2023 - 10:30am
    Where: Zoom Meeting ID: 927 8056 1489 Password:0900