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}}
@article{patil2023bagging,
author = {Pratik Patil and Jin-Hong Du and Arun Kumar Kuchibhotla},
title = {Bagging in overparameterized learning: {Risk} characterization and risk monotonization},
journal = {Journal of Machine Learning Research},
number = {319},
pages = {1--113},
volume = {24},
year = {2023},
url = {https://jmlr.org/papers/v24/23-0887.html}}
@inproceedings{du2023subsample,
author = {Jin-Hong Du and Pratik Patil and Arun K. Kuchibhotla},
title = {Subsample ridge ensembles: {Equivalences} and generalized cross-validation},
booktitle = {Proceedings of the International Conference on Machine Learning},
year = {2023},
url = {https://proceedings.mlr.press/v202/du23d.html}}
@inproceedings{patil2022estimating,
author = {Pratik Patil and Alessandro Rinaldo and Ryan J. Tibshirani},
title = {Estimating functionals of the out-of-sample error distribution in high-dimensional ridge regression},
booktitle = {Proceedings of the International Conference on Artificial Intelligence and Statistics},
year = {2022},
url = {https://proceedings.mlr.press/v151/patil22a.html}}
@article{stanley2022uncertainty,
author = {Michael Stanley and Pratik Patil and Mikael Kuusela},
title = {Uncertainty quantification for wide-bin unfolding: {One-at-a-time} strict bounds and prior-optimized confidence intervals},
journal = {Journal of Instrumentation},
number = {10},
pages = {P10013},
volume = {17},
year = {2022},
doi = {10.1088/1748-0221/17/10/P10013},
url = {https://doi.org/10.1088/1748-0221/17/10/P10013}}
@article{patil2022objective,
author = {Pratik Patil and Mikael Kuusela and Jonathan Hobbs},
title = {Objective frequentist uncertainty quantification for atmospheric {CO$_2$} retrievals},
journal = {SIAM/ASA Journal on Uncertainty Quantification},
number = {3},
pages = {827--859},
volume = {10},
year = {2022},
doi = {10.1137/20M1356403},
url = {https://doi.org/10.1137/20M1356403}}
@inproceedings{patil2021uniform,
author = {Pratik Patil and Yuting Wei and Alessandro Rinaldo and Ryan J. Tibshirani},
title = {Uniform consistency of cross-validation estimators for high-dimensional ridge regression},
booktitle = {Proceedings of the International Conference on Artificial Intelligence and Statistics},
year = {2021},
url = {https://proceedings.mlr.press/v130/patil21a.html}}
@article{liu2021uplink,
author = {Liang Liu and Ya-Feng Liu and Pratik Patil and Wei Yu},
title = {Uplink-downlink duality between multiple-access and broadcast channels with compressing relays},
journal = {IEEE Transactions on Information Theory},
number = {11},
pages = {7304--7337},
volume = {67},
year = {2021},
doi = {10.1109/TIT.2021.3104847},
url = {https://doi.org/10.1109/TIT.2021.3104847}}
@article{reinhart2021open,
author = {Alex Reinhart and Logan Brooks and Maria Jahja and Aaron Rumack and Jingjing Tang and
Sumit Agrawal and Wael Al Saeed and Taylor Arnold and Amartya Basu and Jacob Bien and
Ángel A. Cabrera and Andrew Chin and Eu Jing Chua and Brian Clark and Sarah Colquhoun and
Nat DeFries and David C. Farrow and Jodi Forlizzi and Jed Grabman and Samuel Gratzl and
Alden Green and George Haff and Robin Han and Kate Harwood and Addison J. Hu and Raphael Hyde and
Sangwon Hyun and Ananya Joshi and Jimi Kim and Andrew Kuznetsov and Wichada {La Motte-Kerr} and
Yeon Jin Lee and Kenneth Lee and Zachary C. Lipton and Michael X. Liu and Lester Mackey and
Kathryn Mazaitis and Daniel J. McDonald and Phillip McGuinness and Balasubramanian Narasimhan and
Michael P. O'Brien and Natalia L. Oliveira and Pratik Patil and Adam Perer and Collin A. Politsch and
Samyak Rajanala and Dawn Rucker and Chris Scott and Nigam H. Shah and Vishnu Shankar and
James Sharpnack and Dmitry Shemetov and Noah Simon and Benjamin Y. Smith and Vishakha Srivastava and
Shuyi Tan and Robert Tibshirani and Elena Tuzhilina and Ana Karina {Van Nortwick} and
Valérie Ventura and Larry Wasserman and Benjamin Weaver and Jeremy C. Weiss and Spencer Whitman and
Kristin Williams and Roni Rosenfeld and Ryan J. Tibshirani},
title = {An open repository of real-time {COVID-19} indicators},
journal = {Proceedings of the National Academy of Sciences},
number = {51},
pages = {e2111452118},
volume = {118},
year = {2021},
doi = {10.1073/pnas.2111452118},
url = {https://doi.org/10.1073/pnas.2111452118}}
@article{patil2019generalized,
author = {Pratik Patil and Wei Yu},
title = {Generalized compression strategy for the downlink cloud radio access network},
journal = {IEEE Transactions on Information Theory},
number = {10},
pages = {6766--6780},
volume = {65},
year = {2019},
doi = {10.1109/TIT.2019.2930568},
url = {https://doi.org/10.1109/TIT.2019.2930568}}
@article{liu2018channel,
author = {Liang Liu and Pratik Patil and Wei Yu},
title = {Channel diagonalization for cloud radio access},
journal = {IEEE Wireless Communications Letters},
number = {4},
pages = {622--625},
volume = {7},
year = {2018},
doi = {10.1109/LWC.2018.2803825},
url = {https://doi.org/10.1109/LWC.2018.2803825}}
@article{patil2018hybrid,
author = {Pratik Patil and Binbin Dai and Wei Yu},
title = {Hybrid data-sharing and compression strategy for downlink cloud radio access network},
journal = {IEEE Transactions on Communications},
number = {11},
pages = {5370--5384},
volume = {66},
year = {2018},
doi = {10.1109/TCOMM.2018.2842758},
url = {https://doi.org/10.1109/TCOMM.2018.2842758}}
@article{badr2017layered,
author = {Ahmed Badr and Pratik Patil and Ashish Khisti and Wai-Tian Tan and John G. Apostolopoulos},
title = {Layered constructions for low-delay streaming codes},
journal = {IEEE Transactions on Information Theory},
number = {1},
pages = {111--141},
volume = {63},
year = {2017},
doi = {10.1109/TIT.2016.2618924},
url = {https://doi.org/10.1109/TIT.2016.2618924}}
@inproceedings{dang2026optimal,
author = {Hien Dang and Pratik Patil and Alessandro Rinaldo},
title = {Optimal unconstrained self-distillation in ridge regression: {Strict} improvements, precise asymptotics, and one-shot tuning},
booktitle = {Proceedings of the International Conference on Machine Learning},
year = {2026},
url = {https://openreview.net/forum?id=MdHcU4C4Rm}}
@inproceedings{roy2026optimal,
author = {Saptarshi Roy and Debepsita Mukherjee and Pratik Patil},
title = {Optimal self-distillation for rectified flow via linear probing},
booktitle = {Proceedings of the Statistics and Trustworthy AI for Cross ({X})-Domain Acceleration},
year = {2026},
url = {https://openreview.net/forum?id=WIws1paMUU}}
@inproceedings{patil2026vector,
author = {Pratik Patil and Jonah Rose and Alex Garcia and Min Chen and Paul Torrey and Arya Farahi},
title = {Vector summary pseudo posteriors for simulation-based inference with applications to cosmology},
booktitle = {Proceedings of the Statistics and Trustworthy AI for Cross ({X})-Domain Acceleration},
year = {2026},
url = {https://statsupai.org/STAIX2026/proceedings.html}}
@article{stanley2026confidence,
author = {Michael Stanley and Pau Batlle and Pratik Patil and Houman Owhadi and Mikael Kuusela},
title = {Confidence intervals for functionals in constrained inverse problems via data-adaptive sampling-based calibration},
journal = {SIAM/ASA Journal on Uncertainty Quantification},
year = {2026},
url = {https://arxiv.org/abs/2502.02674}}
@inproceedings{fogliato2024precise,
author = {Riccardo Fogliato and Pratik Patil and Nil-Jana Akpinar and Mathew Monfort},
title = {Precise model benchmarking with only a few observations},
booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing},
year = {2024},
doi = {10.18653/v1/2024.emnlp-main.536},
url = {https://aclanthology.org/2024.emnlp-main.536/}}
@inproceedings{liu2016uplink,
author = {Liang Liu and Pratik Patil and Wei Yu},
title = {An uplink-downlink duality for cloud radio access network},
booktitle = {Proceedings of the IEEE International Symposium on Information Theory},
year = {2016},
doi = {10.1109/ISIT.2016.7541570},
url = {https://doi.org/10.1109/ISIT.2016.7541570}}
@inproceedings{patil2015performance,
author = {Pratik Patil and Binbin Dai and Wei Yu},
title = {Performance comparison of data-sharing and compression strategies for cloud radio access networks},
booktitle = {Proceedings of the European Signal Processing Conference},
year = {2015},
doi = {10.1109/EUSIPCO.2015.7362826},
url = {https://www.eurasip.org/Proceedings/Eusipco/Eusipco2015/papers/1570105055.pdf}}
@inproceedings{patil2014hybrid,
author = {Pratik Patil and Wei Yu},
title = {Hybrid compression and message-sharing strategy for the downlink cloud radio-access network},
booktitle = {Proceedings of the Information Theory and Applications Workshop},
year = {2014},
doi = {10.1109/ITA.2014.6804240},
url = {https://doi.org/10.1109/ITA.2014.6804240}}
@inproceedings{patil2012network,
author = {Pratik Patil and Mohammad Wasif Khan and Ratnajit Bhattacharjee and Sanjay Kumar Bose},
title = {Network coding design for multi-source multi-relay cooperative wireless networks},
booktitle = {Proceedings of the IEEE Region 10 Conference},
year = {2012},
doi = {10.1109/TENCON.2012.6412339},
url = {https://doi.org/10.1109/TENCON.2012.6412339}}
@inproceedings{patil2013delay,
author = {Pratik Patil and Ahmed Badr and Ashish Khisti and Wai-Tian Tan},
title = {Delay-optimal streaming codes under source-channel rate mismatch},
booktitle = {Proceedings of the Asilomar Conference on Signals, Systems and Computers},
year = {2013},
doi = {10.1109/ACSSC.2013.6810676},
url = {https://doi.org/10.1109/ACSSC.2013.6810676}}
@inproceedings{patil2013streaming,
author = {Pratik Patil and Ahmed Badr and Ashish Khisti},
title = {Streaming erasure codes under mismatched source-channel frame rates},
booktitle = {Proceedings of the Canadian Workshop on Information Theory},
year = {2013},
doi = {10.1109/CWIT.2013.6621611},
url = {https://doi.org/10.1109/CWIT.2013.6621611}}
@unpublished{dang2026prediction,
author = {Hien Dang and Pratik Patil and Alessandro Rinaldo},
title = {Prediction-only distillation with optimal mixing in ridge-regularized linear and logistic regression},
note = {Poster abstract presented at Statistics and Trustworthy AI for Cross-Domain Acceleration},
year = {2026},
url = {https://openreview.net/forum?id=OnwVRbFQsw}}
@unpublished{kaur2026strategic,
author = {Jivat Kaur and Pratik Patil and Divya Shanmugam and Emma Pierson and Michael Jordan and Nika Haghtalab and Meena Jagadeesan and Ahmed Alaa and Serena Wang},
title = {Strategic feature selection and regularization},
note = {Poster abstract presented at Statistics and Trustworthy AI for Cross-Domain Acceleration},
year = {2026},
url = {https://openreview.net/forum?id=MzDHqIs0Gl}}
@unpublished{patil2022revisiting,
author = {Pratik Patil and Ryan J. Tibshirani},
title = {Revisiting model complexity in the wake of overparameterized learning},
note = {Workshop paper presented at the Workshop on the Theory of Overparameterized Machine Learning},
year = {2022},
url = {https://pratikpatil.io/papers/topml-model-complexity.pdf}}
@unpublished{patil2022mitigating,
author = {Pratik Patil and Arun Kumar Kuchibhotla and Yuting Wei and Alessandro Rinaldo},
title = {Mitigating multiple descents: {Model}-agnostic risk monotonization in high-dimensional learning},
note = {Workshop paper presented at the Workshop on the Theory of Overparameterized Machine Learning},
year = {2022},
url = {https://pratikpatil.io/papers/topml-risk-monotonization.pdf}}
@article{ramos2026what,
author = {Isaac R. Ramos and Pratik Patil and Ayland C. Letsinger},
title = {What are active people made of? {Identifying} key biological correlates of physical activity in nationally representative databases},
journal = {International Journal of Exercise Science: Conference Proceedings},
number = {18},
volume = {2},
note = {Article 108},
year = {2026},
url = {https://digitalcommons.wku.edu/ijesab/vol2/iss18/108}}
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