Publications

2021

  1. arXiv
    Long Expressive Memory for Sequence Modeling
    Rusch, T. Konstantin, Mishra, Siddhartha, Erichson, N. Benjamin, and Mahoney, Michael W.
    Preprint
  2. SISC
    Higher-Order Quasi-Monte Carlo Training of Deep Neural Networks
    Longo, Marcello, Mishra, Siddhartha, Rusch, T. Konstantin, and Schwab, Christoph
    SIAM Journal on Scientific Computing.
  3. ICML
    UnICORNN: A recurrent model for learning very long time dependencies
    Rusch, T. Konstantin, and Mishra, Siddhartha
    The 38th International Conference on Machine Learning.
  4. ICLR Oral
    Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies
    Rusch, T. Konstantin, and Mishra, Siddhartha
    The 9th International Conference on Learning Representations.
    Oral Presentation (top 1% of all submitted papers)
  5. SINUM
    Enhancing accuracy of deep learning algorithms by training with low-discrepancy sequences
    Mishra, Siddhartha, and Rusch, T. Konstantin
    SIAM Journal on Numerical Analysis.

2018

  1. Turbo Expo
    Reproducing Existing Nacelle Geometries With the Free-Form Deformation Parametrization
    Rusch, T. Konstantin, Siggel, Martin, and Becker, Richard-Gregor
    ASME Turbo Expo: Power for Land, Sea, and Air.