Shuchin Aeron

@article{pazos2024towards,
  title = {Towards Universal Unfolding of Detector Effects in High-Energy Physics using Denoising Diffusion Probabilistic Models},
  author = {Pazos, Camila and Aeron, Shuchin and Beauchemin, Pierre-Hugues and Croft, Vincent and Huan, Zhengyan and Klassen, Martin and Wongjirad, Taritree},
  journal = {Methods},
  volume = {4},
  pages = {4},
  year = {2024}
}

@inproceedings{10734809,
  author = {Nguyen, Thuan and Jiang, Ruijie and Aeron, Shuchin and Ishwar, Prakash and Brown, D. Richard},
  booktitle = {2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)},
  title = {On Neural Collapse in Contrastive Learning with Imbalanced Datasets},
  year = {2024},
  volume = {},
  number = {},
  pages = {1-6},
  doi = {10.1109/MLSP58920.2024.10734809},
}

@misc{werenski2024linearizedwassersteinbarycenterssynthesis,
  title = {Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications},
  author = {Werenski, Matthew and Mallery, Brendan and Aeron, Shuchin and Murphy, James M.},
  year = {2024},
  eprint = {2410.23602},
  archiveprefix = {arXiv},
  primaryclass = {stat.ML},
  url = {https://arxiv.org/abs/2410.23602}
}

@misc{mallery2025synthesisanalysisdataprobability,
  title = {Synthesis and Analysis of Data as Probability Measures with Entropy-Regularized Optimal Transport},
  author = {Mallery, Brendan and Murphy, James M. and Aeron, Shuchin},
  year = {2025},
  eprint = {2501.07446},
  archiveprefix = {arXiv},
  primaryclass = {stat.ML},
  url = {https://arxiv.org/abs/2501.07446}
}

@article{masud2023multivariate,
  title = {Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling},
  author = {Masud, Shoaib Bin and Werenski, Matthew and Murphy, James M and Aeron, Shuchin},
  journal = {Journal of Machine Learning Research},
  volume = {24},
  number = {160},
  pages = {1--65},
  year = {2023},
}

@article{imani2023score,
  title = {Score-based Diffusion Models for Generating Liquid Argon Time Projection Chamber Images},
  author = {Imani, Zeviel and Aeron, Shuchin and Wongjirad, Taritree},
  journal = {Physical Review Letters D},
  year = {2024},
}

@article{werenski2023rank,
  title = {On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection},
  author = {Werenski, Matthew and Masud, Shoaib Bin and Murphy, James M and Aeron, Shuchin},
  journal = {IEEE Transactions on Information Theory},
  year = {2024},
  addendum = {preprint:arXiv preprint arXiv:2302.07964, Accepted, to Appear},
}