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ORCIDBibTeX records: Rajiv Khanna
@article{DBLP:journals/corr/abs-2401-12332,
author = {Gregory Dexter and
Borja Ocejo and
S. Sathiya Keerthi and
Aman Gupta and
Ayan Acharya and
Rajiv Khanna},
title = {A Precise Characterization of {SGD} Stability Using Loss Surface Geometry},
journal = {CoRR},
volume = {abs/2401.12332},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.12332},
doi = {10.48550/ARXIV.2401.12332},
eprinttype = {arXiv},
eprint = {2401.12332},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-12332.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/QuinzanKHCW0M23,
author = {Francesco Quinzan and
Rajiv Khanna and
Moshik Hershcovitch and
Sarel Cohen and
Daniel G. Waddington and
Tobias Friedrich and
Michael W. Mahoney},
editor = {Francisco J. R. Ruiz and
Jennifer G. Dy and
Jan{-}Willem van de Meent},
title = {Fast Feature Selection with Fairness Constraints},
booktitle = {International Conference on Artificial Intelligence and Statistics,
25-27 April 2023, Palau de Congressos, Valencia, Spain},
series = {Proceedings of Machine Learning Research},
volume = {206},
pages = {7800--7823},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v206/quinzan23a.html},
timestamp = {Mon, 19 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/QuinzanKHCW0M23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/SachsEHKS23,
author = {Sarah Sachs and
Tim van Erven and
Liam Hodgkinson and
Rajiv Khanna and
Umut Simsekli},
editor = {Gergely Neu and
Lorenzo Rosasco},
title = {Generalization Guarantees via Algorithm-dependent Rademacher Complexity},
booktitle = {The Thirty Sixth Annual Conference on Learning Theory, {COLT} 2023,
12-15 July 2023, Bangalore, India},
series = {Proceedings of Machine Learning Research},
volume = {195},
pages = {4863--4880},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v195/sachs23a.html},
timestamp = {Wed, 06 Sep 2023 17:49:05 +0200},
biburl = {https://dblp.org/rec/conf/colt/SachsEHKS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-14284,
author = {Gregory Dexter and
Rajiv Khanna and
Jawad Raheel and
Petros Drineas},
title = {Feature Space Sketching for Logistic Regression},
journal = {CoRR},
volume = {abs/2303.14284},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.14284},
doi = {10.48550/ARXIV.2303.14284},
eprinttype = {arXiv},
eprint = {2303.14284},
timestamp = {Fri, 14 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-14284.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-02501,
author = {Sarah Sachs and
Tim van Erven and
Liam Hodgkinson and
Rajiv Khanna and
Umut Simsekli},
title = {Generalization Guarantees via Algorithm-dependent Rademacher Complexity},
journal = {CoRR},
volume = {abs/2307.02501},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.02501},
doi = {10.48550/ARXIV.2307.02501},
eprinttype = {arXiv},
eprint = {2307.02501},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-02501.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-00488,
author = {Young In Kim and
Pratiksha Agrawal and
Johannes O. Royset and
Rajiv Khanna},
title = {On Memorization and Privacy risks of Sharpness Aware Minimization},
journal = {CoRR},
volume = {abs/2310.00488},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.00488},
doi = {10.48550/ARXIV.2310.00488},
eprinttype = {arXiv},
eprint = {2310.00488},
timestamp = {Wed, 18 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-00488.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HodgkinsonSKM22,
author = {Liam Hodgkinson and
Umut Simsekli and
Rajiv Khanna and
Michael W. Mahoney},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {8774--8795},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/hodgkinson22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/HodgkinsonSKM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-13718,
author = {Francesco Quinzan and
Rajiv Khanna and
Moshik Hershcovitch and
Sarel Cohen and
Daniel G. Waddington and
Tobias Friedrich and
Michael W. Mahoney},
title = {Fast Feature Selection with Fairness Constraints},
journal = {CoRR},
volume = {abs/2202.13718},
year = {2022},
url = {https://arxiv.org/abs/2202.13718},
eprinttype = {arXiv},
eprint = {2202.13718},
timestamp = {Thu, 03 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-13718.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ZhangKKK21,
author = {Jacky Zhang and
Rajiv Khanna and
Anastasios Kyrillidis and
Sanmi Koyejo},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {Bayesian Coresets: Revisiting the Nonconvex Optimization Perspective},
booktitle = {The 24th International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2021, April 13-15, 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {2782--2790},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/zhang21g.html},
timestamp = {Wed, 14 Apr 2021 16:51:37 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ZhangKKK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/UtreraKEKM21,
author = {Francisco Utrera and
Evan Kravitz and
N. Benjamin Erichson and
Rajiv Khanna and
Michael W. Mahoney},
title = {Adversarially-Trained Deep Nets Transfer Better: Illustration on Image
Classification},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=ijJZbomCJIm},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/UtreraKEKM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/DerezinskiKM21,
author = {Michal Derezinski and
Rajiv Khanna and
Michael W. Mahoney},
editor = {Zhi{-}Hua Zhou},
title = {Improved Guarantees and a Multiple-descent Curve for Column Subset
Selection and the Nystrom Method (Extended Abstract)},
booktitle = {Proceedings of the Thirtieth International Joint Conference on Artificial
Intelligence, {IJCAI} 2021, Virtual Event / Montreal, Canada, 19-27
August 2021},
pages = {4765--4769},
publisher = {ijcai.org},
year = {2021},
url = {https://doi.org/10.24963/ijcai.2021/647},
doi = {10.24963/IJCAI.2021/647},
timestamp = {Wed, 25 Aug 2021 17:11:16 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/DerezinskiKM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/GuptaGDKRM21,
author = {Vipul Gupta and
Avishek Ghosh and
Michal Derezinski and
Rajiv Khanna and
Kannan Ramchandran and
Michael W. Mahoney},
editor = {Cassio P. de Campos and
Marloes H. Maathuis and
Erik Quaeghebeur},
title = {LocalNewton: Reducing communication rounds for distributed learning},
booktitle = {Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial
Intelligence, {UAI} 2021, Virtual Event, 27-30 July 2021},
series = {Proceedings of Machine Learning Research},
volume = {161},
pages = {632--642},
publisher = {{AUAI} Press},
year = {2021},
url = {https://proceedings.mlr.press/v161/gupta21a.html},
timestamp = {Fri, 17 Dec 2021 17:06:27 +0100},
biburl = {https://dblp.org/rec/conf/uai/GuptaGDKRM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/KhannaHM21,
author = {Rajiv Khanna and
Liam Hodgkinson and
Michael W. Mahoney},
editor = {Cassio P. de Campos and
Marloes H. Maathuis and
Erik Quaeghebeur},
title = {Geometric rates of convergence for kernel-based sampling algorithms},
booktitle = {Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial
Intelligence, {UAI} 2021, Virtual Event, 27-30 July 2021},
series = {Proceedings of Machine Learning Research},
volume = {161},
pages = {2156--2164},
publisher = {{AUAI} Press},
year = {2021},
url = {https://proceedings.mlr.press/v161/khanna21a.html},
timestamp = {Fri, 17 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/KhannaHM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-07320,
author = {Vipul Gupta and
Avishek Ghosh and
Michal Derezinski and
Rajiv Khanna and
Kannan Ramchandran and
Michael W. Mahoney},
title = {LocalNewton: Reducing Communication Bottleneck for Distributed Learning},
journal = {CoRR},
volume = {abs/2105.07320},
year = {2021},
url = {https://arxiv.org/abs/2105.07320},
eprinttype = {arXiv},
eprint = {2105.07320},
timestamp = {Tue, 18 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-07320.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-00781,
author = {Liam Hodgkinson and
Umut Simsekli and
Rajiv Khanna and
Michael W. Mahoney},
title = {Generalization Properties of Stochastic Optimizers via Trajectory
Analysis},
journal = {CoRR},
volume = {abs/2108.00781},
year = {2021},
url = {https://arxiv.org/abs/2108.00781},
eprinttype = {arXiv},
eprint = {2108.00781},
timestamp = {Thu, 05 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-00781.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DerezinskiKM20,
author = {Michal Derezinski and
Rajiv Khanna and
Michael W. Mahoney},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Improved guarantees and a multiple-descent curve for Column Subset
Selection and the Nystrom method},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/342c472b95d00421be10e9512b532866-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DerezinskiKM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YangKYGKGRM20,
author = {Yaoqing Yang and
Rajiv Khanna and
Yaodong Yu and
Amir Gholami and
Kurt Keutzer and
Joseph E. Gonzalez and
Kannan Ramchandran and
Michael W. Mahoney},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Boundary thickness and robustness in learning models},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/44e76e99b5e194377e955b13fb12f630-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/YangKYGKGRM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-09073,
author = {Michal Derezinski and
Rajiv Khanna and
Michael W. Mahoney},
title = {Improved guarantees and a multiple-descent curve for the Column Subset
Selection Problem and the Nystr{\"{o}}m method},
journal = {CoRR},
volume = {abs/2002.09073},
year = {2020},
url = {https://arxiv.org/abs/2002.09073},
eprinttype = {arXiv},
eprint = {2002.09073},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-09073.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-00715,
author = {Jacky Y. Zhang and
Rajiv Khanna and
Anastasios Kyrillidis and
Oluwasanmi Koyejo},
title = {Bayesian Coresets: An Optimization Perspective},
journal = {CoRR},
volume = {abs/2007.00715},
year = {2020},
url = {https://arxiv.org/abs/2007.00715},
eprinttype = {arXiv},
eprint = {2007.00715},
timestamp = {Mon, 06 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-00715.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-05086,
author = {Yaoqing Yang and
Rajiv Khanna and
Yaodong Yu and
Amir Gholami and
Kurt Keutzer and
Joseph E. Gonzalez and
Kannan Ramchandran and
Michael W. Mahoney},
title = {Boundary thickness and robustness in learning models},
journal = {CoRR},
volume = {abs/2007.05086},
year = {2020},
url = {https://arxiv.org/abs/2007.05086},
eprinttype = {arXiv},
eprint = {2007.05086},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-05086.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-05869,
author = {Francisco Utrera and
Evan Kravitz and
N. Benjamin Erichson and
Rajiv Khanna and
Michael W. Mahoney},
title = {Adversarially-Trained Deep Nets Transfer Better},
journal = {CoRR},
volume = {abs/2007.05869},
year = {2020},
url = {https://arxiv.org/abs/2007.05869},
eprinttype = {arXiv},
eprint = {2007.05869},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-05869.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KhannaKGK19,
author = {Rajiv Khanna and
Been Kim and
Joydeep Ghosh and
Sanmi Koyejo},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Interpreting Black Box Predictions using Fisher Kernels},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {3382--3390},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/khanna19a.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KhannaKGK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangKKK19,
author = {Jacky Y. Zhang and
Rajiv Khanna and
Anastasios Kyrillidis and
Oluwasanmi Koyejo},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Learning Sparse Distributions using Iterative Hard Thresholding},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {6757--6766},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/14678db82874f1456031fcc05a3afaf6-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ZhangKKK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-08410,
author = {Rajiv Khanna and
Michael W. Mahoney},
title = {On Linear Convergence of Weighted Kernel Herding},
journal = {CoRR},
volume = {abs/1907.08410},
year = {2019},
url = {http://arxiv.org/abs/1907.08410},
eprinttype = {arXiv},
eprint = {1907.08410},
timestamp = {Tue, 23 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-08410.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-13389,
author = {Jacky Y. Zhang and
Rajiv Khanna and
Anastasios Kyrillidis and
Oluwasanmi Koyejo},
title = {Learning Sparse Distributions using Iterative Hard Thresholding},
journal = {CoRR},
volume = {abs/1910.13389},
year = {2019},
url = {http://arxiv.org/abs/1910.13389},
eprinttype = {arXiv},
eprint = {1910.13389},
timestamp = {Thu, 31 Oct 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-13389.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KhannaK18,
author = {Rajiv Khanna and
Anastasios Kyrillidis},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {{IHT} dies hard: Provable accelerated Iterative Hard Thresholding},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {188--198},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/khanna18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:22 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KhannaK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LocatelloKGR18,
author = {Francesco Locatello and
Rajiv Khanna and
Joydeep Ghosh and
Gunnar R{\"{a}}tsch},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {Boosting Variational Inference: an Optimization Perspective},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {464--472},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/locatello18a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LocatelloKGR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LocatelloDKVR18,
author = {Francesco Locatello and
Gideon Dresdner and
Rajiv Khanna and
Isabel Valera and
Gunnar R{\"{a}}tsch},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Boosting Black Box Variational Inference},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {3405--3415},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/74563ba21a90da13dacf2a73e3ddefa7-Abstract.html},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/LocatelloDKVR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/JoshiKG18,
author = {Shalmali Joshi and
Rajiv Khanna and
Joydeep Ghosh},
editor = {Martin Ester and
Dino Pedreschi},
title = {Co-regularized Monotone Retargeting for Semi-supervised LeTOR},
booktitle = {Proceedings of the 2018 {SIAM} International Conference on Data Mining,
{SDM} 2018, May 3-5, 2018, San Diego Marriott Mission Valley, San
Diego, CA, {USA}},
pages = {432--440},
publisher = {{SIAM}},
year = {2018},
url = {https://doi.org/10.1137/1.9781611975321.49},
doi = {10.1137/1.9781611975321.49},
timestamp = {Sun, 13 May 2018 11:47:13 +0200},
biburl = {https://dblp.org/rec/conf/sdm/JoshiKG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-02185,
author = {Francesco Locatello and
Gideon Dresdner and
Rajiv Khanna and
Isabel Valera and
Gunnar R{\"{a}}tsch},
title = {Boosting Black Box Variational Inference},
journal = {CoRR},
volume = {abs/1806.02185},
year = {2018},
url = {http://arxiv.org/abs/1806.02185},
eprinttype = {arXiv},
eprint = {1806.02185},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-02185.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-10118,
author = {Rajiv Khanna and
Been Kim and
Joydeep Ghosh and
Oluwasanmi Koyejo},
title = {Interpreting Black Box Predictions using Fisher Kernels},
journal = {CoRR},
volume = {abs/1810.10118},
year = {2018},
url = {http://arxiv.org/abs/1810.10118},
eprinttype = {arXiv},
eprint = {1810.10118},
timestamp = {Wed, 31 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-10118.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LocatelloKTJ17,
author = {Francesco Locatello and
Rajiv Khanna and
Michael Tschannen and
Martin Jaggi},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {860--868},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/locatello17a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LocatelloKTJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KhannaGPK17,
author = {Rajiv Khanna and
Joydeep Ghosh and
Russell A. Poldrack and
Oluwasanmi Koyejo},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Information Projection and Approximate Inference for Structured Sparse
Variables},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {1358--1366},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/khanna17a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KhannaGPK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KhannaEDNG17,
author = {Rajiv Khanna and
Ethan R. Elenberg and
Alexandros G. Dimakis and
Sahand N. Negahban and
Joydeep Ghosh},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Scalable Greedy Feature Selection via Weak Submodularity},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {1560--1568},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/khanna17b.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KhannaEDNG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KhannaEDGN17,
author = {Rajiv Khanna and
Ethan R. Elenberg and
Alexandros G. Dimakis and
Joydeep Ghosh and
Sahand N. Negahban},
editor = {Doina Precup and
Yee Whye Teh},
title = {On Approximation Guarantees for Greedy Low Rank Optimization},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {1837--1846},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/khanna17a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/KhannaEDGN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/KhannaGPK17,
author = {Rajiv Khanna and
Joydeep Ghosh and
Russell A. Poldrack and
Oluwasanmi Koyejo},
editor = {Nitesh V. Chawla and
Wei Wang},
title = {A Deflation Method for Structured Probabilistic {PCA}},
booktitle = {Proceedings of the 2017 {SIAM} International Conference on Data Mining,
Houston, Texas, USA, April 27-29, 2017},
pages = {534--542},
publisher = {{SIAM}},
year = {2017},
url = {https://doi.org/10.1137/1.9781611974973.60},
doi = {10.1137/1.9781611974973.60},
timestamp = {Fri, 04 Oct 2019 16:19:51 +0200},
biburl = {https://dblp.org/rec/conf/sdm/KhannaGPK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LocatelloKTJ17,
author = {Francesco Locatello and
Rajiv Khanna and
Michael Tschannen and
Martin Jaggi},
title = {A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe},
journal = {CoRR},
volume = {abs/1702.06457},
year = {2017},
url = {http://arxiv.org/abs/1702.06457},
eprinttype = {arXiv},
eprint = {1702.06457},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LocatelloKTJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KhannaEDN17,
author = {Rajiv Khanna and
Ethan R. Elenberg and
Alexandros G. Dimakis and
Sahand N. Negahban},
title = {On Approximation Guarantees for Greedy Low Rank Optimization},
journal = {CoRR},
volume = {abs/1703.02721},
year = {2017},
url = {http://arxiv.org/abs/1703.02721},
eprinttype = {arXiv},
eprint = {1703.02721},
timestamp = {Thu, 31 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/KhannaEDN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KhannaEDNG17,
author = {Rajiv Khanna and
Ethan R. Elenberg and
Alexandros G. Dimakis and
Sahand N. Negahban and
Joydeep Ghosh},
title = {Scalable Greedy Feature Selection via Weak Submodularity},
journal = {CoRR},
volume = {abs/1703.02723},
year = {2017},
url = {http://arxiv.org/abs/1703.02723},
eprinttype = {arXiv},
eprint = {1703.02723},
timestamp = {Thu, 31 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/KhannaEDNG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-01733,
author = {Francesco Locatello and
Rajiv Khanna and
Joydeep Ghosh and
Gunnar R{\"{a}}tsch},
title = {Boosting Variational Inference: an Optimization Perspective},
journal = {CoRR},
volume = {abs/1708.01733},
year = {2017},
url = {http://arxiv.org/abs/1708.01733},
eprinttype = {arXiv},
eprint = {1708.01733},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-01733.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-09379,
author = {Rajiv Khanna and
Anastasios Kyrillidis},
title = {{IHT} dies hard: Provable accelerated Iterative Hard Thresholding},
journal = {CoRR},
volume = {abs/1712.09379},
year = {2017},
url = {http://arxiv.org/abs/1712.09379},
eprinttype = {arXiv},
eprint = {1712.09379},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-09379.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KimKK16,
author = {Been Kim and
Oluwasanmi Koyejo and
Rajiv Khanna},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Examples are not enough, learn to criticize! Criticism for Interpretability},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {2280--2288},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/5680522b8e2bb01943234bce7bf84534-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KimKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KhannaTJ16,
author = {Rajiv Khanna and
Michael Tschannen and
Martin Jaggi},
title = {Pursuits in Structured Non-Convex Matrix Factorizations},
journal = {CoRR},
volume = {abs/1602.04208},
year = {2016},
url = {http://arxiv.org/abs/1602.04208},
eprinttype = {arXiv},
eprint = {1602.04208},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KhannaTJ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KhannaGPK16,
author = {Rajiv Khanna and
Joydeep Ghosh and
Russell A. Poldrack and
Oluwasanmi Koyejo},
title = {Information Projection and Approximate Inference for Structured Sparse
Variables},
journal = {CoRR},
volume = {abs/1607.03204},
year = {2016},
url = {http://arxiv.org/abs/1607.03204},
eprinttype = {arXiv},
eprint = {1607.03204},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KhannaGPK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ElenbergKDN16,
author = {Ethan R. Elenberg and
Rajiv Khanna and
Alexandros G. Dimakis and
Sahand N. Negahban},
title = {Restricted Strong Convexity Implies Weak Submodularity},
journal = {CoRR},
volume = {abs/1612.00804},
year = {2016},
url = {http://arxiv.org/abs/1612.00804},
eprinttype = {arXiv},
eprint = {1612.00804},
timestamp = {Thu, 31 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/ElenbergKDN16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KhannaGPK15,
author = {Rajiv Khanna and
Joydeep Ghosh and
Russell A. Poldrack and
Oluwasanmi Koyejo},
editor = {Guy Lebanon and
S. V. N. Vishwanathan},
title = {Sparse Submodular Probabilistic {PCA}},
booktitle = {Proceedings of the Eighteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
USA, May 9-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {38},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v38/khanna15.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KhannaGPK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KeerthiSK15,
author = {S. Sathiya Keerthi and
Tobias Schnabel and
Rajiv Khanna},
title = {Towards a Better Understanding of Predict and Count Models},
journal = {CoRR},
volume = {abs/1511.02024},
year = {2015},
url = {http://arxiv.org/abs/1511.02024},
eprinttype = {arXiv},
eprint = {1511.02024},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KeerthiSK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KoyejoKGP14,
author = {Oluwasanmi Koyejo and
Rajiv Khanna and
Joydeep Ghosh and
Russell A. Poldrack},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {On Prior Distributions and Approximate Inference for Structured Variables},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {676--684},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/74071a673307ca7459bcf75fbd024e09-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KoyejoKGP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/KhannaZAC13,
author = {Rajiv Khanna and
Liang Zhang and
Deepak Agarwal and
Bee{-}Chung Chen},
editor = {Xiaohua Hu and
Tsau Young Lin and
Vijay V. Raghavan and
Benjamin W. Wah and
Ricardo Baeza{-}Yates and
Geoffrey C. Fox and
Cyrus Shahabi and
Matthew Smith and
Qiang Yang and
Rayid Ghani and
Wei Fan and
Ronny Lempel and
Raghunath Nambiar},
title = {Parallel matrix factorization for binary response},
booktitle = {2013 {IEEE} International Conference on Big Data {(IEEE} BigData 2013),
6-9 October 2013, Santa Clara, CA, {USA}},
pages = {430--438},
publisher = {{IEEE} Computer Society},
year = {2013},
url = {https://doi.org/10.1109/BigData.2013.6691604},
doi = {10.1109/BIGDATA.2013.6691604},
timestamp = {Fri, 19 Nov 2021 16:08:20 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/KhannaZAC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-5124,
author = {Rajiv Khanna and
Liang Zhang and
Deepak Agarwal and
Bee{-}Chung Chen},
title = {Parallel Matrix Factorization for Binary Response},
journal = {CoRR},
volume = {abs/1203.5124},
year = {2012},
url = {http://arxiv.org/abs/1203.5124},
eprinttype = {arXiv},
eprint = {1203.5124},
timestamp = {Thu, 17 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-5124.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/AgarwalAKK10,
author = {Deepak Agarwal and
Rahul Agrawal and
Rajiv Khanna and
Nagaraj Kota},
editor = {Bharat Rao and
Balaji Krishnapuram and
Andrew Tomkins and
Qiang Yang},
title = {Estimating rates of rare events with multiple hierarchies through
scalable log-linear models},
booktitle = {Proceedings of the 16th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Washington, DC, USA, July 25-28,
2010},
pages = {213--222},
publisher = {{ACM}},
year = {2010},
url = {https://doi.org/10.1145/1835804.1835834},
doi = {10.1145/1835804.1835834},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/AgarwalAKK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/AgarwalGHJK09,
author = {Deepak Agarwal and
Evgeniy Gabrilovich and
Robert J. Hall and
Vanja Josifovski and
Rajiv Khanna},
editor = {David Wai{-}Lok Cheung and
Il{-}Yeol Song and
Wesley W. Chu and
Xiaohua Hu and
Jimmy Lin},
title = {Translating relevance scores to probabilities for contextual advertising},
booktitle = {Proceedings of the 18th {ACM} Conference on Information and Knowledge
Management, {CIKM} 2009, Hong Kong, China, November 2-6, 2009},
pages = {1899--1902},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1645953.1646260},
doi = {10.1145/1645953.1646260},
timestamp = {Fri, 27 Aug 2021 11:13:00 +0200},
biburl = {https://dblp.org/rec/conf/cikm/AgarwalGHJK09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ChakrabartiKSB08,
author = {Soumen Chakrabarti and
Rajiv Khanna and
Uma Sawant and
Chiru Bhattacharyya},
editor = {Ying Li and
Bing Liu and
Sunita Sarawagi},
title = {Structured learning for non-smooth ranking losses},
booktitle = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
24-27, 2008},
pages = {88--96},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1401890.1401906},
doi = {10.1145/1401890.1401906},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/ChakrabartiKSB08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: Iris Recognition: An Emerging Biometric Technology},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1347},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628668},
doi = {10.1109/JPROC.1997.628668},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97a,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: An Identity-authentication System Using Fingerprints},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1364},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628673},
doi = {10.1109/JPROC.1997.628673},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97b,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: Fingerprint Features: Statistical Analysis And System Performance
Estimates},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1389},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628709},
doi = {10.1109/JPROC.1997.628709},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97c,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: Face Recognition: Eigenface, Elastic Matching, And Neural
Nets},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1422},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628711},
doi = {10.1109/JPROC.1997.628711},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97d,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: Speaker Recognition: {A} Tutorial},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1436},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628713},
doi = {10.1109/JPROC.1997.628713},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97d.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/ShenK97e,
author = {Weicheng Shen and
Rajiv Khanna},
title = {Prolog to: Evaluation Of Automated Biometrics-based Identification
And Verification Systems},
journal = {Proc. {IEEE}},
volume = {85},
number = {9},
pages = {1463},
year = {1997},
url = {https://doi.org/10.1109/jproc.1997.628716},
doi = {10.1109/JPROC.1997.628716},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/ShenK97e.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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