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
    The Proceedings on the IEEE International Conference of 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
    The Proceedings on the IEEE International Conference of 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