Hi! I'm

Siddarth Asokan.

RDSE @ Microsoft Research, Bangalore
PhD @ IISc, Bangalore

Siddarth Asokan

RSDE @ MSRI, Bangalore | Ph.D. @ RBCCPS, IISc, Bangalore.

ProfilePic.png

``Vigyan'', No. 9,

Microsoft Research Lab,

Lavelle Road, Bengaluru,

Karnataka, 560001

Hi! I’m a Research Software Development Engineer (RSDE) at the Microsoft Research Lab (MSRI) in Bangalore, India, as part of Manik Varma’s group, and currently exploring the world of text-based generative models in the context of eXtreme Classification. Previously, I was an interdisciplinary Direct-Ph.D. scholar at the Robert Bosch Center for Cyber-Physical Systems (RBCCPS) at the Indian Institute of Science, Bangalore. I work at the Spectrum Lab in the Department of Electrical Engineering, under the supervision of Prof. Chandra Sekhar Seelamantula. Before that, I was at M.S. Ramaiah Institute of Technology (MSRIT), Bangalore, where I completed my Bachelors in Engineering in Electronics and Communications. Check out my full CV or publications. Amongst other things, I love photography and Misty, my doggo!!

My research interests are broadly in the area of machine learning and generative modeling, with a focus, during my Ph.D., on generative adversarial networks (GANs). My Ph.D. was on building theoretical foundations for analyzing GANs, leveraging insights from classical signal processing, and designing network architectures motivated by those findings. Recently, I’ve (like everyone else that worked with GANs) also been exploring score-based diffusion and normalizing-flow models!

Throughout my Ph.D. I’ve been graciously funded by the Microsoft Research Ph.D. Fellowship in 2018, the RBCCPS Ph.D. Fellowship in 2020-2021, and 2021-2022, and the Qualcomm Innovation Fellowship in 2019, 2021, 2022 and 2023!

Looking to collaborate or know more about my research?
Reach out to me at [FirstLetterOfFirstName][LastName] (at) microsoft (dot) com

news

Sep 15, 2023 Successfully defended my Ph.D. Thesis. #PhDone! :tada:
Jun 30, 2023 Selected as a Super-Winner for the Qualcomm Innovation Fellowship 2023 :tada:
May 11, 2023 Successfully submitted my Ph.D. Thesis!! :tada:
Apr 28, 2023 Successfully completed my Ph.D. Colloquium!! :tada:
Mar 1, 2023 Our paper has been accepted at CVPR 2023! See you in Vancouver, Canada

selected publications

  1. NeurIPS 20
    Teaching a GAN What Not to Learn
    S. Asokan, and C. S. Seelamantula
    In Advances in Neural Information Processing Systems (NeurIPS) 2020
  2. NeurIPSW 22
    Bridging the Gap Between Coulomb GAN and Gradient-regularized WGAN
    S. Asokan, and C. S. Seelamantula
    In Proceedings on "The Symbiosis of Deep Learning and Differential Equations - II" at NeurIPS Workshops 2022
  3. ICASSP 23
    A game of snakes and GANs
    S. Asokan, F. S. Mohammed, and C. S. Seelamantula
    The Proceedings on the IEEE International Conference of Acoustics, Speech and Signal Processing (ICASSP) 2023
  4. CVPR 23
    Spider GANs: Leveraging friendly neighbors to accelerate GAN training
    S. Asokan, and C. S. Seelamantula
    The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023
  5. JMLR
    Euler-Lagrange Analysis of Generative Adversarial Networks
    S. Asokan, and C. S. Seelamantula
    Journal of Machine Learning Research (JMLR) 2023
  6. arXiv
    GANs Settle Scores!
    S. Asokan, N. Shetty, A. Srikanth, and 1 more author
    arXiv preprints, arXiv:2306.01654 2023
  7. arXiv
    Data Interpolants – That’s What Discriminators in Higher-order Gradient-regularized GANs Are
    S. Asokan, and C. S. Seelamantula
    arXiv preprints, arXiv:2306.01654 2023
  8. NeurIPSW 23
    \f\-GANs Settle Scores!
    S. Asokan, N. Shetty, A. Srikanth, and 1 more author
    In NeurIPS 2023 Workshop on Diffusion Models 2023
  9. NeurIPSW 23
    ELeGANt: An Euler-Lagrange Analysis of Wasserstein Generative Adversarial Networks
    S. Asokan, and C. S. Seelamantula
    In The Symbiosis of Deep Learning and Differential Equations III 2023
  10. PhD Thesis
    On the Optimality of Generative Adversarial Networks — A Variational Perspective
    S. Asokan
    In partial fulfillment of the requirements for the Degree of Doctor of Philosophy, IISc 2023
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