publications

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

   Bib HTML

   @article{SnakeGAN23,
     author = {Asokan, S. and Mohammed, F. S. and Seelamantula, C. S.},
     journal = {The Proceedings on the IEEE International Conference of Acoustics, Speech and Signal Processing (ICASSP)},
     title = {A game of snakes and {GAN}s},
     year = {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

   arXiv Bib HTML PDF Website

   @article{SpiderGAN23,
     author = {Asokan, S. and Seelamantula, C. S.},
     journal = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     title = {Spider {GANs}: {L}everaging friendly neighbors to accelerate {GAN} training},
     year = {2023},
   }

3. JMLR

   Euler-Lagrange Analysis of Generative Adversarial Networks

   S. Asokan, and C. S. Seelamantula

   Journal of Machine Learning Research (JMLR) 2023

   Bib HTML PDF

   @article{ELeGANt23,
     author = {Asokan, S. and Seelamantula, C. S.},
     journal = {Journal of Machine Learning Research (JMLR)},
     pages = {1--100},
     title = {Euler-Lagrange Analysis of Generative Adversarial Networks},
     year = {2023},
   }

4. arXiv

   GANs Settle Scores!

   S. Asokan, N. Shetty, A. Srikanth, and 1 more author

   arXiv preprints, arXiv:2306.01654 2023

   Bib HTML PDF

   @article{ScoreFloWGANs23,
     title = {{GANs} Settle Scores!},
     author = {Asokan, S. and Shetty, N. and Srikanth, A. and Seelamantula, C. S.},
     year = {2023},
     eprint = {2306.01654},
     journal = {arXiv preprints, arXiv:2306.01654},
     publisher = {arXiv},
   }

5. 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

   Bib HTML PDF

   @article{PolyGAN23,
     title = {Data Interpolants -- That's What Discriminators in Higher-order Gradient-regularized {GANs} Are},
     author = {Asokan, S. and Seelamantula, C. S.},
     year = {2023},
     eprint = {2306.01654},
     journal = {arXiv preprints, arXiv:2306.01654},
     publisher = {arXiv},
   }

6. NeurIPSW 23

   \f\-GANs Settle Scores!

   S. Asokan, N. Shetty, A. Srikanth, and 1 more author

   In NeurIPS 2023 Workshop on Diffusion Models 2023

   HTML PDF
7. 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

   HTML PDF

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

   Bib HTML PDF

   @inproceedings{RBFCoulombGAN22,
     title = {Bridging the Gap Between {C}oulomb {GAN} and Gradient-regularized {WGAN}},
     author = {Asokan, S. and Seelamantula, C.~S.},
     booktitle = {Proceedings on "The Symbiosis of Deep Learning and Differential Equations - II" at NeurIPS Workshops},
     year = {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

   Bib HTML PDF

   @inproceedings{PolyLSGAN22,
     title = {{LSGANs} with gradient regularizers are smooth high-dimensional interpolators},
     author = {Asokan, S. and Seelamantula, C.~S.},
     booktitle = {Proceedings on "INTERPOLATE: First Workshop on Interpolation and Beyond" at NeurIPS Workshops},
     year = {2022},
   }

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

   Bib HTML PDF

   @inproceedings{RumiGAN20,
     author = {Asokan, S. and Seelamantula, C.~S.},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS) },
     pages = {3964--3975},
     title = {Teaching a {GAN} What Not to Learn},
     volume = {33},
     year = {2020},
   }