Publications

2024

1. ICASSP 24

   Variational Analysis of Adversarial Regularization for Solving Inverse Problems

   A. S. Bhandiwad, A. J. Kamath, S. Asokan, and C. S. Seelamantula

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024

   Bib URL

   @inproceedings{bhandiwad2024variational,
     author = {Bhandiwad, A. S. and Kamath, A. J. and Asokan, S. and Seelamantula, C. S.},
     title = {Variational Analysis of Adversarial Regularization for Solving Inverse Problems},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     year = {2024},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:GFxP56DSvIMC},
   }

2. ICASSP 24

   Momentum-Imbued Langevin Dynamics (MILD) for Faster Sampling

   N. Shetty, M. Bandla, N. Neema, S. Asokan, and C. S. Seelamantula

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024

   Bib URL

   @inproceedings{shetty2024momentum,
     author = {Shetty, N. and Bandla, M. and Neema, N. and Asokan, S. and Seelamantula, C. S.},
     title = {Momentum-Imbued Langevin Dynamics (MILD) for Faster Sampling},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     year = {2024},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=200&pagesize=100&citation_for_view=1g1i1B4AAAAJ:ZzlSgRqYykMC},
   }

2023

1. JMLR 23

   Euler-Lagrange analysis of generative adversarial networks

   S. Asokan, and C. S. Seelamantula

   Journal of Machine Learning Research, 2023

   Bib URL

   @article{asokan2023euler,
     author = {Asokan, S. and Seelamantula, C. S.},
     title = {Euler-Lagrange analysis of generative adversarial networks},
     journal = {Journal of Machine Learning Research},
     year = {2023},
     volume = {24},
     number = {126},
     pages = {1--100},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:yMeIxYmEMEAC},
   }

2. arXiv 23

   Data Interpolants–That’s What Discriminators in Higher-order Gradient-regularized GANs Are

   S. Asokan, and C. S. Seelamantula

   arXiv preprint arXiv:2306.00785, 2023

   Bib URL

   @article{asokan2023data,
     author = {Asokan, S. and Seelamantula, C. S.},
     title = {Data Interpolants--That's What Discriminators in Higher-order Gradient-regularized GANs Are},
     journal = {arXiv preprint arXiv:2306.00785},
     year = {2023},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:r_AWSJRzSzQC},
   }

3. CVPR 23

   Spider GAN: Leveraging friendly neighbors to accelerate GAN training

   S. Asokan, and C. S. Seelamantula

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

   Bib URL

   @inproceedings{asokan2023spider,
     author = {Asokan, S. and Seelamantula, C. S.},
     title = {Spider GAN: Leveraging friendly neighbors to accelerate GAN training},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2023},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:fFSKOagxvKUC},
   }

4. arXiv 23

   Gans settle scores!

   S. Asokan, N. Shetty, A. Srikanth, and C. S. Seelamantula

   arXiv preprint arXiv:2306.01654, 2023

   Bib URL

   @article{asokan2023gans,
     author = {Asokan, S. and Shetty, N. and Srikanth, A. and Seelamantula, C. S.},
     title = {Gans settle scores!},
     journal = {arXiv preprint arXiv:2306.01654},
     year = {2023},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:LhH-TYMQEocC},
   }

5. ICASSP 23

   A Game of Snakes and Gans

   S. Asokan , F. S. Mohammed, and C. S. Seelamantula

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023

   Bib URL

   @inproceedings{asokan2023game,
     author = {Asokan, S. and Mohammed, F. S. and Seelamantula, C. S.},
     title = {A Game of Snakes and Gans},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     year = {2023},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=200&pagesize=100&citation_for_view=1g1i1B4AAAAJ:OR75R8vi5nAC},
   }

2022

1. NeurIPS-W 22

   LSGANs with gradient regularizers are smooth high-dimensional interpolators

   S. Asokan, and C. S. Seelamantula

   In First Workshop on Interpolation Regularizers and Beyond at NeurIPS, 2022

   Bib URL

   @inproceedings{asokan2022lsgans,
     author = {Asokan, S. and Seelamantula, C. S.},
     title = {LSGANs with gradient regularizers are smooth high-dimensional interpolators},
     booktitle = {First Workshop on Interpolation Regularizers and Beyond at NeurIPS},
     year = {2022},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:mNrWkgRL2YcC},
   }

2. DLDE-II 22

   Bridging the gap between Coulomb GAN and gradient-regularized WGAN

   S. Asokan, and C. S. Seelamantula

   In The Symbiosis of Deep Learning and Differential Equations II, 2022

   Bib URL

   @inproceedings{asokan2022bridging,
     author = {Asokan, S. and Seelamantula, C. S.},
     title = {Bridging the gap between Coulomb GAN and gradient-regularized WGAN},
     booktitle = {The Symbiosis of Deep Learning and Differential Equations II},
     year = {2022},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&cstart=100&pagesize=100&citation_for_view=1g1i1B4AAAAJ:cWzG1nlazyYC},
   }

2020

1. NeurIPS 20

   Teaching a gan what not to learn

   S. Asokan, and C. Seelamantula

   Advances in Neural Information Processing Systems, 2020

   Bib URL

   @article{asokan2020teaching,
     author = {Asokan, S. and Seelamantula, C.},
     title = {Teaching a gan what not to learn},
     journal = {Advances in Neural Information Processing Systems},
     year = {2020},
     volume = {33},
     pages = {3964--3975},
     url = {https://scholar.google.com/citations?view_op=view_citation&hl=en&user=1g1i1B4AAAAJ&pagesize=100&citation_for_view=1g1i1B4AAAAJ:LO7wyVUgiFcC},
   }