Publications

@inproceedings{de2026variational,
  title = {Variational Inference for Uncertain Optimal Transport via Sinkhorn Parametrization},
  author = {De, Ananyapam and Bleistein, Linus and Thielmann, Anton Frederik and S{\"a}fken, Benjamin},
  booktitle = {Forty-third International Conference on Machine Learning},
  year = {2026},
  url = {https://openreview.net/forum?id=93zkGLrp6P},
}

@inproceedings{de2025fairness,
  title = {Fairness Constrained Sampling using Augmented Lagrangian Langevin Monte Carlo},
  author = {De, Ananyapam and S{\"a}fken, Benjamin},
  booktitle = {EurIPS 2025 Workshop on Unifying Perspectives on Learning Biases},
  year = {2025},
  organization = {https://openreview.net/forum?id=OM2eHkX5},
  url = {https://sites.google.com/view/towards-a-unified-view},
}

@inproceedings{de2025neutral,
  title = {Your Model Is Not Neutral—It's Just Well-Socialized},
  author = {De, Ananyapam and Säfken, Benjamin},
  booktitle = {Unifying Perspectives on Learning Biases (UBLP), EurIPS Workshop},
  year = {2025},
  url = {https://sites.google.com/view/towards-a-unified-view},
}

@article{demyth,
  title = {The Myth of Robust Classes: How Shielding Skews Perceived Stability},
  author = {De, Ananyapam and S{\"a}fken, Benjamin},
  booktitle = {Explainable Computer Vision: Quo Vadis? (eXCV), ICCV Workshop},
  year = {2025},
  note = {Non-proceedings track},
  url = {https://github.com/Ananyapam7/fisher-rao-margins},
}

@inproceedings{de2024nodegamlss,
  title = {{NODE}-{GAMLSS}: Interpretable Uncertainty Modelling via Deep Distributional Regression},
  author = {De, Ananyapam and Thielmann, Anton Frederik and S{\"a}fken, Benjamin},
  booktitle = {NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty},
  year = {2024},
  url = {https://openreview.net/forum?id=sWvTLlRkzy},
}

@phdthesis{de2023latent,
  title = {Latent Factor Analysis and Regression of Multivariate Poisson via Amortized Variational Inference},
  author = {De, Ananyapam},
  school = {Indian Institute of Science Education and Research Kolkata},
  year = {2023},
  month = may,
  url = {http://eprints.iiserkol.ac.in/1530/},
}