Mathematical Data Science

Organizers: Haizhao Yang, joint with PSU, Purdue, and UMD
When: Mondays @ 2:30pm
Where: Online 

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

Archives: F2022-S2023 F2023-S2024 

  • Towards Information Geometric Mechanics

    Speaker: Florian Schaefer (Georgia Tech) - https://f-t-s.github.io/

    When: Mon, September 16, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Continuum Attention for Neural Operators

    Speaker: Matthew Levine (Broad Institute of MIT/Harvard) - https://mattlevine.netlify.app/

    When: Mon, September 23, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Graph Expansions of Deep Neural Networks and their Universal Scaling Limits

    Speaker: Cristopher Salvi (Imperial College London) - https://profiles.imperial.ac.uk/c.salvi

    When: Mon, September 30, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Advancing Differential Equation Solver Through Deep Learning

    Speaker: Senwei Liang (Lawrence Berkeley National Laboratory) - https://leungsamwai.github.io/

    When: Mon, October 14, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Data-sparse and unsupervised linear and nonlinear model order reduction via GPT-PINN and its derivatives

    Speaker: Yanlai Chen ( University of Massachusetts, Dartmouth) - https://yanlaichen.reawritingmath.com/

    When: Mon, October 21, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Towards Effective and Robust Scientific Machine Learning through Mathematical Approaches

    Speaker: Yeonjong Shin (North Carolina State University) - https://sites.google.com/site/shinmathematics/

    When: Mon, October 28, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • TBA

    Speaker: Sinho Chewi (Yale University) - https://chewisinho.github.io/

    When: Mon, November 4, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Wasserstein Proximal Operators Describe Score-Based Generative Models and Resolve Memorization

    Speaker: Siting Liu (University of California, Riverside) - https://sites.google.com/view/sitingl

    When: Mon, November 11, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Continous-Time Deep Learning: Algorithms and Applications

    Speaker: Lars Ruthotto (Emory University) - https://www.math.emory.edu/~lruthot/

    When: Mon, November 18, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • TBA

    Speaker: Jonathan Niles-Weed (New York University) - https://www.jonathannilesweed.com/

    When: Mon, December 2, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Canceled

    Speaker: Canceled

    When: Mon, December 9, 2024 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Statistics and Riemannian Structure of Gromov-Wasserstein Distance

    Speaker: Zhengxin Zhang (Cornell University) - https://zhengxinzh.github.io/

    When: Mon, February 3, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Kernel methods for equation and operator learning with scarce data

    Speaker: Bamdad Hosseini (University of Washington) - https://amath.washington.edu/people/bamdad-hosseini

    When: Mon, February 10, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Low-dimensional adaptation of diffusion models

    Speaker: Yuxin Chen (University of Pennsylvania) - https://yuxinchen2020.github.io/

    When: Mon, February 17, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Function-Space Models for Deep Learning

    Speaker: Rahul Parhi (University of California, San Diego) - https://sparsity.ucsd.edu/rahul/

    When: Mon, February 24, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Zero-shot forecasting without a model: When can LLMs do better than a stochastic parrot?

    Speaker: Yuanzhao Zhang (Sante Fe Institute) - https://y-zhang.com/

    When: Mon, March 3, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Operator Learning Neural Scaling and Distributed Applications

    Speaker: Zecheng Zhang (Florida State University) - https://www.math.fsu.edu/~zhang/

    When: Mon, March 24, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Two-Stage Stochastic Programs with Polynomial Loss Function

    Speaker: Suhan Zhong (Texas A&M University) - https://people.tamu.edu/~suzhong/

    When: Mon, March 31, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • High dimensional analysis and design of sampling with applications in scientific computing

    Speaker: Yifan Chen (Courant Institute, New York University) - https://yifanc96.github.io/

    When: Mon, April 7, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Scientific Machine Learning: Applications to PDEs and Convergence Analysis

    Speaker: Justin Sirignano (University of Oxford) - https://www.maths.ox.ac.uk/people/justin.sirignano

    When: Mon, April 14, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Large Deviation Theory-Informed Importance Sampling for Rare Event Estimation and Control

    Speaker: Shanyin Tong (Columbia University) - https://www.columbia.edu/~st3503/

    When: Mon, April 21, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience
  • Ensemble Kalman Methods and Structured Operator Estimation

    Speaker: Daniel Sanz-Alonso (University of Chicago) - https://sites.google.com/a/uchicago.edu/sanz-alonso/

    When: Mon, April 28, 2025 - 2:30pm
    Where: Zoom Meeting ID： 927 8056 1489 Password：0900 Link: https://go.umd.edu/MTHDataScience