Publications

Submitted / preprints

  • Contextual Feature Selection with Conditional Stochastic Gates
    R. D. Sristi, O. Lindenbaum, M. Lavzin, J. Schiller, G. Mishne and H. Benisty [arXiv]

  • On a Generalization of Wasserstein Distance and the Beckmann Problem to Connection Graphs
    S. J. Robertson, D. Kohli, G. Mishne and A. Cloninger [arXiv]

  • Random Walks, Conductance, and Resistance for the Connection Graph Laplacian
    A. Cloninger, G. Mishne, A. Oslandsbotn, S. J. Robertson, Z. Wan and Y. Wang [arXiv]

  • Semi-Supervised Laplacian Learning on Stiefel Manifolds
    C. Holtz, P. Chen, A. Cloninger, C-K. Cheng and G. Mishne [arXiv]

  • Graph Laplacian Learning with Exponential Family Noise
    C. Shi and G. Mishne [arXiv]

  • SiBBlInGS: Similarity-driven Building-Block Inference using Graphs across States
    N. Mudrik, G. Mishne and A. Charles [arXiv]

  • Non-degenerate Rigid Alignment in a Patch Framework
    D. Kohli, G. Mishne and A. Cloninger [arXiv]

  • Learning Sample Reweighting for Accuracy and Adversarial Robustness
    C. Holtz, T-W. Weng and G. Mishne [arXiv]

  • Provable Robustness by Geometric Regularization of ReLU Networks
    C. Holtz, C. Shi and G. Mishne

  • Automated cellular structure extraction in biological images with applications to calcium imaging data
    G. Mishne, R. R. Coifman, M. Lavzin and J. Schiller
    [bioRxiv]

Journal Publications

Conference and Workshop Proceedings

Peer-reviewed Abstracts

  • Rapid fluctuations in multi-scale correlations of cortical networks encode spontaneous behavior
    H. Benisty, A. H. Moberly, S. Lohani, D. Barson, R. R. Coifman, M. Crair, G. Mishne, J. A. Cardin, M. J. Higley
    Computational and Systems Neuroscience (COSYNE) 2023

  • Dissection of inter-area interactions of motor circuits
    E. Gjoni*, R. D. Sristi*, H. Liu, S. Dror, X. Lin, K. O'Neil, O. Arroyo, S. W. Wong, S. Blumenstock, B. Lim, G. Mishne#, T. Komiyama#
    Computational and Systems Neuroscience (COSYNE) 2023

  • Semi-supervised quantification and interpretation of undirected human behavior
    Z. Zhang, Y. Yang, T. Sheehan, C. Chou, H. Rosberg, W. Perry, J. Young, A. Minassian, G. Mishne, M. Aoi
    Computational and Systems Neuroscience (COSYNE) 2023

  • Reliable neural manifold decoding using low-distortion alignment of tangent spaces
    J. Nieuwenhuis*, D. Kohli*, A. Cloninger, G. Mishne#, D. Narain#
    Computational and Systems Neuroscience (COSYNE) 2023

  • Rapid fluctuations in functional connectivity of cortical networks encode spontaneous behavior
    H. Benisty, A. H. Moberly, S. Lohani, D. Barson, R. R. Coifman, G. Mishne, J. A. Cardin and M. J. Higley
    Computational and Systems Neuroscience (COSYNE) 2022

  • Multi-session Alignment for Longitudinal Calcium Imaging
    S. Yadav, R. Hattori, E-J. Hwang, A. Ramot, A. Wu, T. Komiyama and G. Mishne,
    Computational and Systems Neuroscience (COSYNE) 2021

  • Embedding Disentangled Dynamics from Behavioral Videos
    C. Shi, S. Levy, M. Lavzin, J. Schiller and G. Mishne,
    Computational and Systems Neuroscience (COSYNE) 2021

  • The PHATE of learning networks
    S. Gigante, A. Charles, S. Krishnaswamy and G. Mishne
    Computational and Systems Neuroscience (COSYNE) 2020

  • Hierarchical Tensor Partitioning and Tiling for Learning Coupled Multiscale Neuronal Dynamics
    G. Mishne, H. Benisty, M. Lavzin, S. Levy, R. Talmon, R. Meir, J. Schiller and R. Coifman,
    Computational and Systems Neuroscience (COSYNE) 2020

  • Spatially-filtered temporal dictionary learning for calcium imaging analysis
    G. Mishne, N. Cermak, J. Schiller and A. S. Charles
    SPARS 2019

  • Graph-filtered temporal dictionary learning for calcium imaging analysis
    G. Mishne, B. Scott, S. Thiberge, N. Cermak, J. Schiller, C. Brody, D. W. Tank, and A. S. Charles
    Oral presentation at Annual Computational Neuroscience Meeting (CNS*2019)

  • Temporal dictionary learning for calcium imaging analysis
    G. Mishne, B. Scott, S. Thiberge, N. Cermak, J. Schiller, C. Brody, D. W. Tank, and A. S. Charles
    Computational and Systems Neuroscience (COSYNE) 2019

  • Local diffusion geometry for automated cellular structure extraction in calcium imaging data
    G. Mishne, R. R. Coifma, M. Lavzin and J. Schiller
    Computational and Systems Neuroscience (COSYNE) 2018