Pratik Patil

Research Software Teaching Talks Personal

BibTeX

@article{koriyama2026precise,
  author = {Takuya Koriyama and Pratik Patil and Jin-Hong Du and Kai Tan and Pierre C. Bellec},
  title = {Precise asymptotics of bagging regularized {M}-estimators},
  journal = {Annals of Statistics},
  number = {2},
  pages = {796--833},
  volume = {54},
  year = {2026},
  doi = {10.1214/25-AOS2590},
  url = {https://doi.org/10.1214/25-AOS2590}}
@inproceedings{du2024implicit,
  author = {Jin-Hong Du and Pratik Patil},
  title = {Implicit regularization paths of weighted neural representations},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2024},
  doi = {10.52202/079017-0953},
  url = {https://doi.org/10.52202/079017-0953}}
@article{bellec2025corrected,
  author = {Pierre C. Bellec and Jin-Hong Du and Takuya Koriyama and Pratik Patil and Kai Tan},
  title = {Corrected generalized cross-validation for finite ensembles of penalized estimators},
  journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
  number = {2},
  pages = {289--318},
  volume = {87},
  year = {2025},
  doi = {10.1093/jrsssb/qkae092},
  url = {https://doi.org/10.1093/jrsssb/qkae092}}
@inproceedings{fogliato2024framework,
  author = {Riccardo Fogliato and Pratik Patil and Mathew Monfort and Pietro Perona},
  title = {A framework for efficient model evaluation through stratification, sampling, and estimation},
  booktitle = {Proceedings of the European Conference on Computer Vision},
  year = {2024},
  doi = {10.1007/978-3-031-73223-2_9},
  url = {https://doi.org/10.1007/978-3-031-73223-2_9}}
@inproceedings{patil2024optimal,
  author = {Pratik Patil and Jin-Hong Du and Ryan Tibshirani},
  title = {Optimal ridge regularization for out-of-distribution prediction},
  booktitle = {Proceedings of the International Conference on Machine Learning},
  year = {2024},
  url = {https://proceedings.mlr.press/v235/patil24a.html}}
@article{fogliato2024confidence,
  author = {Riccardo Fogliato and Pratik Patil and Pietro Perona},
  title = {Confidence intervals for error rates in 1:1 matching tasks: {Critical} statistical analysis and recommendations},
  journal = {International Journal of Computer Vision},
  number = {11},
  pages = {5346--5371},
  volume = {132},
  year = {2024},
  doi = {10.1007/s11263-024-02078-8},
  url = {https://doi.org/10.1007/s11263-024-02078-8}}
@inproceedings{patil2024failures,
  author = {Pratik Patil and Yuchen Wu and Ryan Tibshirani},
  title = {Failures and successes of cross-validation for early-stopped gradient descent},
  booktitle = {Proceedings of the International Conference on Artificial Intelligence and Statistics},
  year = {2024},
  url = {https://proceedings.mlr.press/v238/patil24a.html}}
@inproceedings{patil2024asymptotically,
  author = {Pratik Patil and Daniel LeJeune},
  title = {Asymptotically free sketched ridge ensembles: {Risks}, cross-validation, and tuning},
  booktitle = {Proceedings of the International Conference on Learning Representations},
  year = {2024},
  url = {https://proceedings.iclr.cc/paper_files/paper/2024/hash/e96a15fbe8accca7087c93bcc0474f0a-Abstract-Conference.html}}
@inproceedings{patil2023generalized,
  author = {Pratik Patil and Jin-Hong Du},
  title = {Generalized equivalences between subsampling and ridge regularization},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2023},
  doi = {10.52202/075280-3452},
  url = {https://doi.org/10.52202/075280-3452}}
@article{lejeune2024asymptotics,
  author = {Daniel LeJeune and Pratik Patil and Hamid Javadi and Richard G. Baraniuk and Ryan J. Tibshirani},
  title = {Asymptotics of the sketched pseudoinverse},
  journal = {SIAM Journal on Mathematics of Data Science},
  number = {1},
  pages = {199--225},
  volume = {6},
  year = {2024},
  doi = {10.1137/22M1530264},
  url = {https://doi.org/10.1137/22M1530264}}

[back to research]