Zhengdao Chen

PhD Candidate in Mathematics
Courant Institute of Mathematical Sciences, New York University
(Google Scholar) (GitHub)

Publications and Preprints

  1. On Graph Neural Networks versus Graph-Augmented MLPs (paper)
    9th International Conference on Learning Representations (ICLR 2021)
    Lei Chen*, Zhengdao Chen*, Joan Bruna (* indicates joint authorship)

  2. A Dynamical Central Limit Theorem for Shallow Neural Networks (paper) (talk)
    Advances in Neural Information Processing Systems 33 (NeurIPS 2020)
    Zhengdao Chen, Grant M. Rotskoff, Joan Bruna, Eric Vanden-Eijnden

  3. Can Graph Neural Networks Count Substructures? (paper) (slides)
    Advances in Neural Information Processing Systems 33 (NeurIPS 2020)
    Zhengdao Chen, Lei Chen, Soledad Villar, Joan Bruna

  4. Symplectic Recurrent Neural Networks (paper) (code) (short slides) (long slides)
    Spotlight at 8th International Conference on Learning Representations (ICLR 2020)
    Zhengdao Chen, Jianyu Zhang, Martin Arjovsky, Léon Bottou

  5. On the equivalence between graph isomorphism testing and function approximation with GNNs (paper) (code) (slides)
    Advances in Neural Information Processing Systems 32 (NeurIPS 2019)
    Zhengdao Chen, Soledad Villar, Lei Chen, Joan Bruna

  6. Supervised community detection with Line Graph Neural Networks (paper) (code)
    7th International Conference on Learning Representations (ICLR 2019)
    Zhengdao Chen, Lisha Li, Joan Bruna

  7. Structure-preserving numerical integrators for Hodgkin-Huxley-type systems (paper)
    SIAM Journal on Scientific Computing, 42(1), B273-B298
    Zhengdao Chen, Baranidharan Raman, Ari Stern

  8. Statistical learning and spelling: Older prephonological spellers produce more wordlike spellings than younger prephonological spellers (paper)
    Child Development, 89(4), e431-e443
    Rebecca Treiman, Brett Kessler, Kelly Boland, Hayley Clocksin, Zhengdao Chen

  9. Multimodal surface matching with higher-order smoothness constraints (paper)
    NeuroImage, 167, 453-465
    Emma C Robinson, Kara Garcia, Matthew F Glasser, Zhengdao Chen, Timothy S Coalson, Antonios Makropoulos, Jelena Bozek, Robert Wright, Andreas Schuh, Matthew Webster, Jana Hutter, Anthony Price, Lucilio Cordero Grande, Emer Hughes, Nora Tusor, Philip V Bayly, David C Van Essen, Stephen M Smith, A David Edwards, Joseph Hajnal, Mark Jenkinson, Ben Glocker, Daniel Rueckert

  10. Engaging and disengaging recurrent inhibition coincides with sensing and unsensing of a sensory stimulus (paper)
    Nature Communications, 8, 15413
    Debajit Saha, Wensheng Sun, Chao Li, Srinath Nizampatnam, William Padovano, Zhengdao Chen, Alex Chen, Ege Altan, Ray Lo, Dennis L Barbour, Baranidharan Raman

Other Manuscripts

  1. Graph Convolutional Networks for Graphs with Multi-Dimensionally Weighted Edges (writeup)