Publications

Ph.D. Thesis

2023

  1. 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

Conference and Journal Publications

2024

  1. ICASSP 24
    Momentum-imbued Langevin Dynamics (MILD) for Faster Sampling
    N. Shetty ,  M. Bandla ,  N. Neema , and 2 more authors
    In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024
  2. ICASSP 24
    Variational Analysis of Adversarial Regularization for Solving Inverse Problems
    A. S. Bhandiwad ,  A. J. Kamath , S. Asokan , and 1 more author
    In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024
  3. KDD 24
    Extreme Meta-Classification for Large-Scale Zero-Shot Retrieval
    S. Yadav , D. Saini , A. Buvanesh , and 6 more authors
    Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

2023

  1. 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
  2. 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
  3. JMLR
    Euler-Lagrange Analysis of Generative Adversarial Networks
    S. Asokan , and C. S. Seelamantula
    Journal of Machine Learning Research (JMLR), 2023

2020

  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

Workshop Publications and Prepints

2024

  1. CVPRW 24
    FoLD: Efficient Fourier-series-based Score Estimation for Langevin Diffusion
    S. Asokan , A. Srikanth , N. Shetty , and 1 more author
    First Workshop on Efficient and On-Device Generation (EDGE) at CVPR 2024, 2024

2023

  1. arXiv
    GANs Settle Scores!
    S. Asokan , N. Shetty , A. Srikanth , and 1 more author
    arXiv preprints, arXiv:2306.01654, 2023
  2. arXiv
    Data Interpolants – That’s What Discriminators in Higher-order Gradient-regularized GANs Are
    S. Asokan , and C. S. Seelamantula
    arXiv preprints, arXiv:2306.00785, 2023
  3. NeurIPSW 23
    f-GANs Settle Scores!
    S. Asokan , N. Shetty , A. Srikanth , and 1 more author
    In NeurIPS 2023 Workshop on Diffusion Models , 2023
  4. 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

2022

  1. 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
  2. NeurIPSW 22
    LSGANs with gradient regularizers are smooth high-dimensional interpolators
    S. Asokan , and C. S. Seelamantula
    In Proceedings on "INTERPOLATE: First Workshop on Interpolation and Beyond" at NeurIPS Workshops , 2022

Bachelor's Thesis

2017

  1. B.E. Thesis
    Smart Parking and Surveillance
    A. Jaiprakash , K. R. Motwani , N. Chhabria , and 1 more author
    In partial fulfillment for the award of degree of Bachelor of Engineering in Electronics and Communication Engineering, MSRIT , 2017