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@inproceedings{DBLP:conf/iclr/WortsmanLXEAACG24,
author = {Mitchell Wortsman and
Peter J. Liu and
Lechao Xiao and
Katie E. Everett and
Alexander A. Alemi and
Ben Adlam and
John D. Co{-}Reyes and
Izzeddin Gur and
Abhishek Kumar and
Roman Novak and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein and
Kelvin Xu and
Jaehoon Lee and
Justin Gilmer and
Simon Kornblith},
title = {Small-scale proxies for large-scale Transformer training instabilities},
booktitle = {The Twelfth International Conference on Learning Representations,
{ICLR} 2024, Vienna, Austria, May 7-11, 2024},
publisher = {OpenReview.net},
year = {2024},
url = {https://openreview.net/forum?id=d8w0pmvXbZ},
timestamp = {Mon, 29 Jul 2024 16:19:40 +0200},
biburl = {https://dblp.org/rec/conf/iclr/WortsmanLXEAACG24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-03626,
author = {Brian Lester and
Jaehoon Lee and
Alex Alemi and
Jeffrey Pennington and
Adam Roberts and
Jascha Sohl{-}Dickstein and
Noah Constant},
title = {Training LLMs over Neurally Compressed Text},
journal = {CoRR},
volume = {abs/2404.03626},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.03626},
doi = {10.48550/ARXIV.2404.03626},
eprinttype = {arXiv},
eprint = {2404.03626},
timestamp = {Mon, 13 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-03626.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-19261,
author = {Atish Agarwala and
Jeffrey Pennington},
title = {High dimensional analysis reveals conservative sharpening and a stochastic
edge of stability},
journal = {CoRR},
volume = {abs/2404.19261},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.19261},
doi = {10.48550/ARXIV.2404.19261},
eprinttype = {arXiv},
eprint = {2404.19261},
timestamp = {Mon, 27 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-19261.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-15074,
author = {Elliot Paquette and
Courtney Paquette and
Lechao Xiao and
Jeffrey Pennington},
title = {4+3 Phases of Compute-Optimal Neural Scaling Laws},
journal = {CoRR},
volume = {abs/2405.15074},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2405.15074},
doi = {10.48550/ARXIV.2405.15074},
eprinttype = {arXiv},
eprint = {2405.15074},
timestamp = {Mon, 24 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2405-15074.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/AgarwalaSPD23,
author = {Atish Agarwala and
Samuel Stern Schoenholz and
Jeffrey Pennington and
Yann N. Dauphin},
title = {Temperature check: theory and practice for training models with softmax-cross-entropy
losses},
journal = {Trans. Mach. Learn. Res.},
volume = {2023},
year = {2023},
url = {https://openreview.net/forum?id=LBA2Jj5Gqn},
timestamp = {Thu, 18 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/AgarwalaSPD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AgarwalaPP23,
author = {Atish Agarwala and
Fabian Pedregosa and
Jeffrey Pennington},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Second-order regression models exhibit progressive sharpening to the
edge of stability},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {169--195},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/agarwala23b.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/AgarwalaPP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-14322,
author = {Mitchell Wortsman and
Peter J. Liu and
Lechao Xiao and
Katie Everett and
Alex Alemi and
Ben Adlam and
John D. Co{-}Reyes and
Izzeddin Gur and
Abhishek Kumar and
Roman Novak and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein and
Kelvin Xu and
Jaehoon Lee and
Justin Gilmer and
Simon Kornblith},
title = {Small-scale proxies for large-scale Transformer training instabilities},
journal = {CoRR},
volume = {abs/2309.14322},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.14322},
doi = {10.48550/ARXIV.2309.14322},
eprinttype = {arXiv},
eprint = {2309.14322},
timestamp = {Thu, 04 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-14322.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-07587,
author = {C. Daniel Freeman and
Laura Culp and
Aaron Parisi and
Maxwell L. Bileschi and
Gamaleldin F. Elsayed and
Alex Rizkowsky and
Isabelle Simpson and
Alex Alemi and
Azade Nova and
Ben Adlam and
Bernd Bohnet and
Gaurav Mishra and
Hanie Sedghi and
Igor Mordatch and
Izzeddin Gur and
Jaehoon Lee and
John D. Co{-}Reyes and
Jeffrey Pennington and
Kelvin Xu and
Kevin Swersky and
Kshiteej Mahajan and
Lechao Xiao and
Rosanne Liu and
Simon Kornblith and
Noah Constant and
Peter J. Liu and
Roman Novak and
Yundi Qian and
Noah Fiedel and
Jascha Sohl{-}Dickstein},
title = {Frontier Language Models are not Robust to Adversarial Arithmetic,
or "What do {I} need to say so you agree 2+2=5?},
journal = {CoRR},
volume = {abs/2311.07587},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2311.07587},
doi = {10.48550/ARXIV.2311.07587},
eprinttype = {arXiv},
eprint = {2311.07587},
timestamp = {Thu, 04 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2311-07587.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-06585,
author = {Avi Singh and
John D. Co{-}Reyes and
Rishabh Agarwal and
Ankesh Anand and
Piyush Patil and
Xavier Garcia and
Peter J. Liu and
James Harrison and
Jaehoon Lee and
Kelvin Xu and
Aaron Parisi and
Abhishek Kumar and
Alex Alemi and
Alex Rizkowsky and
Azade Nova and
Ben Adlam and
Bernd Bohnet and
Gamaleldin F. Elsayed and
Hanie Sedghi and
Igor Mordatch and
Isabelle Simpson and
Izzeddin Gur and
Jasper Snoek and
Jeffrey Pennington and
Jiri Hron and
Kathleen Kenealy and
Kevin Swersky and
Kshiteej Mahajan and
Laura Culp and
Lechao Xiao and
Maxwell L. Bileschi and
Noah Constant and
Roman Novak and
Rosanne Liu and
Tris Warkentin and
Yundi Qian and
Yamini Bansal and
Ethan Dyer and
Behnam Neyshabur and
Jascha Sohl{-}Dickstein and
Noah Fiedel},
title = {Beyond Human Data: Scaling Self-Training for Problem-Solving with
Language Models},
journal = {CoRR},
volume = {abs/2312.06585},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.06585},
doi = {10.48550/ARXIV.2312.06585},
eprinttype = {arXiv},
eprint = {2312.06585},
timestamp = {Thu, 04 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-06585.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcmc/HallPM22,
author = {Jeffrey A. Hall and
Natalie Pennington and
Andy J. Merolla},
title = {Which mediated social interactions satisfy the need to belong?},
journal = {J. Comput. Mediat. Commun.},
volume = {28},
number = {1},
year = {2022},
url = {https://doi.org/10.1093/jcmc/zmac026},
doi = {10.1093/JCMC/ZMAC026},
timestamp = {Sat, 27 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcmc/HallPM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/AdlamLP22,
author = {Ben Adlam and
Jake A. Levinson and
Jeffrey Pennington},
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {A Random Matrix Perspective on Mixtures of Nonlinearities in High
Dimensions},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2022, 28-30 March 2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {151},
pages = {3434--3457},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v151/adlam22a.html},
timestamp = {Sat, 30 Sep 2023 09:34:08 +0200},
biburl = {https://dblp.org/rec/conf/aistats/AdlamLP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/PenningtonHDSPC22,
author = {Jeffrey Pennington and
Rose Hartman and
Ashwini Davison and
Ali Shokoufandeh and
Joy Payton and
Daniel Chen and
Andr{\'{e}} Dietrich},
title = {Online education for data science: Opportunities and challenges},
booktitle = {{AMIA} 2022, American Medical Informatics Association Annual Symposium,
Washington, DC, USA, November 5-9, 2022},
publisher = {{AMIA}},
year = {2022},
url = {https://knowledge.amia.org/76677-amia-1.4637602/f004-1.4642638/f004-1.4642639/5045-1.4642661/5022-1.4642658},
timestamp = {Wed, 17 Apr 2024 11:46:45 +0200},
biburl = {https://dblp.org/rec/conf/amia/PenningtonHDSPC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MelP22,
author = {Gabriel Mel and
Jeffrey Pennington},
title = {Anisotropic Random Feature Regression in High Dimensions},
booktitle = {The Tenth International Conference on Learning Representations, {ICLR}
2022, Virtual Event, April 25-29, 2022},
publisher = {OpenReview.net},
year = {2022},
url = {https://openreview.net/forum?id=JfaWawZ8BmX},
timestamp = {Sat, 20 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/MelP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HronNPS22,
author = {Jiri Hron and
Roman Novak and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Wide Bayesian neural networks have a simple weight posterior: theory
and accelerated sampling},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {8926--8945},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/hron22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/HronNPS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiaoP22,
author = {Lechao Xiao and
Jeffrey Pennington},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Synergy and Symmetry in Deep Learning: Interactions between the Data,
Model, and Inference Algorithm},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {24347--24369},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/xiao22a.html},
timestamp = {Tue, 12 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/XiaoP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PaquettePAP22,
author = {Courtney Paquette and
Elliot Paquette and
Ben Adlam and
Jeffrey Pennington},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories
of {SGD} in High Dimensions},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/e9d89428e0ef0a70913845b3ae812ee0-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/PaquettePAP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/XiaoHMLP22,
author = {Lechao Xiao and
Hong Hu and
Theodor Misiakiewicz and
Yue Lu and
Jeffrey Pennington},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Precise Learning Curves and Higher-Order Scalings for Dot-product
Kernel Regression},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/1d3591b6746204b332acb464b775d38d-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/XiaoHMLP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-14846,
author = {Lechao Xiao and
Jeffrey Pennington},
title = {Precise Learning Curves and Higher-Order Scaling Limits for Dot Product
Kernel Regression},
journal = {CoRR},
volume = {abs/2205.14846},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.14846},
doi = {10.48550/ARXIV.2205.14846},
eprinttype = {arXiv},
eprint = {2205.14846},
timestamp = {Wed, 01 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-14846.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07252,
author = {Courtney Paquette and
Elliot Paquette and
Ben Adlam and
Jeffrey Pennington},
title = {Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories
of {SGD} in High Dimensions},
journal = {CoRR},
volume = {abs/2206.07252},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07252},
doi = {10.48550/ARXIV.2206.07252},
eprinttype = {arXiv},
eprint = {2206.07252},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07252.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07673,
author = {Jiri Hron and
Roman Novak and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Wide Bayesian neural networks have a simple weight posterior: theory
and accelerated sampling},
journal = {CoRR},
volume = {abs/2206.07673},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07673},
doi = {10.48550/ARXIV.2206.07673},
eprinttype = {arXiv},
eprint = {2206.07673},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07673.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-04612,
author = {Lechao Xiao and
Jeffrey Pennington},
title = {Synergy and Symmetry in Deep Learning: Interactions between the Data,
Model, and Inference Algorithm},
journal = {CoRR},
volume = {abs/2207.04612},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.04612},
doi = {10.48550/ARXIV.2207.04612},
eprinttype = {arXiv},
eprint = {2207.04612},
timestamp = {Wed, 13 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-04612.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-04860,
author = {Atish Agarwala and
Fabian Pedregosa and
Jeffrey Pennington},
title = {Second-order regression models exhibit progressive sharpening to the
edge of stability},
journal = {CoRR},
volume = {abs/2210.04860},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.04860},
doi = {10.48550/ARXIV.2210.04860},
eprinttype = {arXiv},
eprint = {2210.04860},
timestamp = {Thu, 13 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-04860.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/AdlamLXPS21,
author = {Ben Adlam and
Jaehoon Lee and
Lechao Xiao and
Jeffrey Pennington and
Jasper Snoek},
title = {Exploring the Uncertainty Properties of Neural Networks' Implicit
Priors in the Infinite-Width Limit},
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=MjvduJCsE4},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/AdlamLXPS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TripuraneniAP21,
author = {Nilesh Tripuraneni and
Ben Adlam and
Jeffrey Pennington},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Overparameterization Improves Robustness to Covariate Shift in High
Dimensions},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {13883--13897},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/73fed7fd472e502d8908794430511f4d-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/TripuraneniAP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-08234,
author = {Nilesh Tripuraneni and
Ben Adlam and
Jeffrey Pennington},
title = {Covariate Shift in High-Dimensional Random Feature Regression},
journal = {CoRR},
volume = {abs/2111.08234},
year = {2021},
url = {https://arxiv.org/abs/2111.08234},
eprinttype = {arXiv},
eprint = {2111.08234},
timestamp = {Mon, 22 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-08234.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/HuXP20,
author = {Wei Hu and
Lechao Xiao and
Jeffrey Pennington},
title = {Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear
Networks},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=rkgqN1SYvr},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/HuXP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AdlamP20,
author = {Ben Adlam and
Jeffrey Pennington},
title = {The Neural Tangent Kernel in High Dimensions: Triple Descent and a
Multi-Scale Theory of Generalization},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {74--84},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/adlam20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/AdlamP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiaoPS20,
author = {Lechao Xiao and
Jeffrey Pennington and
Samuel Stern Schoenholz},
title = {Disentangling Trainability and Generalization in Deep Neural Networks},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {10462--10472},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/xiao20b.html},
timestamp = {Thu, 18 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/XiaoPS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AdlamP20,
author = {Ben Adlam and
Jeffrey Pennington},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Understanding Double Descent Requires {A} Fine-Grained Bias-Variance
Decomposition},
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/7d420e2b2939762031eed0447a9be19f-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AdlamP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HuXAP20,
author = {Wei Hu and
Lechao Xiao and
Ben Adlam and
Jeffrey Pennington},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {The Surprising Simplicity of the Early-Time Learning Dynamics of Neural
Networks},
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/c6dfc6b7c601ac2978357b7a81e2d7ae-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HuXAP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LeeSPAXNS20,
author = {Jaehoon Lee and
Samuel S. Schoenholz and
Jeffrey Pennington and
Ben Adlam and
Lechao Xiao and
Roman Novak and
Jascha Sohl{-}Dickstein},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Finite Versus Infinite Neural Networks: an Empirical Study},
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/ad086f59924fffe0773f8d0ca22ea712-Abstract.html},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LeeSPAXNS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-05992,
author = {Wei Hu and
Lechao Xiao and
Jeffrey Pennington},
title = {Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear
Networks},
journal = {CoRR},
volume = {abs/2001.05992},
year = {2020},
url = {https://arxiv.org/abs/2001.05992},
eprinttype = {arXiv},
eprint = {2001.05992},
timestamp = {Fri, 17 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-05992.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-10541,
author = {Jiri Hron and
Yasaman Bahri and
Roman Novak and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Exact posterior distributions of wide Bayesian neural networks},
journal = {CoRR},
volume = {abs/2006.10541},
year = {2020},
url = {https://arxiv.org/abs/2006.10541},
eprinttype = {arXiv},
eprint = {2006.10541},
timestamp = {Wed, 24 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-10541.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14599,
author = {Wei Hu and
Lechao Xiao and
Ben Adlam and
Jeffrey Pennington},
title = {The Surprising Simplicity of the Early-Time Learning Dynamics of Neural
Networks},
journal = {CoRR},
volume = {abs/2006.14599},
year = {2020},
url = {https://arxiv.org/abs/2006.14599},
eprinttype = {arXiv},
eprint = {2006.14599},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-14599.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-15801,
author = {Jaehoon Lee and
Samuel S. Schoenholz and
Jeffrey Pennington and
Ben Adlam and
Lechao Xiao and
Roman Novak and
Jascha Sohl{-}Dickstein},
title = {Finite Versus Infinite Neural Networks: an Empirical Study},
journal = {CoRR},
volume = {abs/2007.15801},
year = {2020},
url = {https://arxiv.org/abs/2007.15801},
eprinttype = {arXiv},
eprint = {2007.15801},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-15801.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-06786,
author = {Ben Adlam and
Jeffrey Pennington},
title = {The Neural Tangent Kernel in High Dimensions: Triple Descent and a
Multi-Scale Theory of Generalization},
journal = {CoRR},
volume = {abs/2008.06786},
year = {2020},
url = {https://arxiv.org/abs/2008.06786},
eprinttype = {arXiv},
eprint = {2008.06786},
timestamp = {Fri, 21 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-06786.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-07344,
author = {Atish Agarwala and
Jeffrey Pennington and
Yann N. Dauphin and
Samuel S. Schoenholz},
title = {Temperature check: theory and practice for training models with softmax-cross-entropy
losses},
journal = {CoRR},
volume = {abs/2010.07344},
year = {2020},
url = {https://arxiv.org/abs/2010.07344},
eprinttype = {arXiv},
eprint = {2010.07344},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-07344.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-07355,
author = {Ben Adlam and
Jaehoon Lee and
Lechao Xiao and
Jeffrey Pennington and
Jasper Snoek},
title = {Exploring the Uncertainty Properties of Neural Networks' Implicit
Priors in the Infinite-Width Limit},
journal = {CoRR},
volume = {abs/2010.07355},
year = {2020},
url = {https://arxiv.org/abs/2010.07355},
eprinttype = {arXiv},
eprint = {2010.07355},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-07355.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-03321,
author = {Ben Adlam and
Jeffrey Pennington},
title = {Understanding Double Descent Requires a Fine-Grained Bias-Variance
Decomposition},
journal = {CoRR},
volume = {abs/2011.03321},
year = {2020},
url = {https://arxiv.org/abs/2011.03321},
eprinttype = {arXiv},
eprint = {2011.03321},
timestamp = {Thu, 12 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-03321.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ChoromanskiPPT19,
author = {Krzysztof Choromanski and
Aldo Pacchiano and
Jeffrey Pennington and
Yunhao Tang},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {KAMA-NNs: Low-dimensional Rotation Based Neural Networks},
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 = {236--245},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/choromanski19a.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ChoromanskiPPT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/ThayerMP19,
author = {Jeritt G. Thayer and
Jeffrey M. Miller and
Jeffrey W. Pennington},
title = {Fault-Tolerant, Distributed, and Scalable Natural Language Processing
with cTAKES},
booktitle = {{AMIA} 2019, American Medical Informatics Association Annual Symposium,
Washington, DC, USA, November 16-20, 2019},
publisher = {{AMIA}},
year = {2019},
url = {https://knowledge.amia.org/69862-amia-1.4570936/t007-1.4573510/t007-1.4573511/3201915-1.4573644/3203316-1.4573641},
timestamp = {Wed, 17 Apr 2024 11:47:08 +0200},
biburl = {https://dblp.org/rec/conf/amia/ThayerMP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cbms/MasinoFNHPKB19,
author = {Aaron J. Masino and
Daniel Forsyth and
Heather Nuske and
John Herrington and
Jeffrey W. Pennington and
Yelena Kushleyeva and
Christopher P. Bonafide},
title = {m-Health and Autism: Recognizing Stress and Anxiety with Machine Learning
and Wearables Data},
booktitle = {32nd {IEEE} International Symposium on Computer-Based Medical Systems,
{CBMS} 2019, Cordoba, Spain, June 5-7, 2019},
pages = {714--719},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/CBMS.2019.00144},
doi = {10.1109/CBMS.2019.00144},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cbms/MasinoFNHPKB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/NovakXBLYHAPS19,
author = {Roman Novak and
Lechao Xiao and
Yasaman Bahri and
Jaehoon Lee and
Greg Yang and
Jiri Hron and
Daniel A. Abolafia and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Bayesian Deep Convolutional Networks with Many Channels are Gaussian
Processes},
booktitle = {7th International Conference on Learning Representations, {ICLR} 2019,
New Orleans, LA, USA, May 6-9, 2019},
publisher = {OpenReview.net},
year = {2019},
url = {https://openreview.net/forum?id=B1g30j0qF7},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/NovakXBLYHAPS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/YangPRSS19,
author = {Greg Yang and
Jeffrey Pennington and
Vinay Rao and
Jascha Sohl{-}Dickstein and
Samuel S. Schoenholz},
title = {A Mean Field Theory of Batch Normalization},
booktitle = {7th International Conference on Learning Representations, {ICLR} 2019,
New Orleans, LA, USA, May 6-9, 2019},
publisher = {OpenReview.net},
year = {2019},
url = {https://openreview.net/forum?id=SyMDXnCcF7},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/YangPRSS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LeeXSBNSP19,
author = {Jaehoon Lee and
Lechao Xiao and
Samuel S. Schoenholz and
Yasaman Bahri and
Roman Novak and
Jascha Sohl{-}Dickstein and
Jeffrey Pennington},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient
Descent},
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 = {8570--8581},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/0d1a9651497a38d8b1c3871c84528bd4-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LeeXSBNSP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-08987,
author = {Dar Gilboa and
Bo Chang and
Minmin Chen and
Greg Yang and
Samuel S. Schoenholz and
Ed H. Chi and
Jeffrey Pennington},
title = {Dynamical Isometry and a Mean Field Theory of LSTMs and GRUs},
journal = {CoRR},
volume = {abs/1901.08987},
year = {2019},
url = {http://arxiv.org/abs/1901.08987},
eprinttype = {arXiv},
eprint = {1901.08987},
timestamp = {Mon, 30 Oct 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-08987.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-06720,
author = {Jaehoon Lee and
Lechao Xiao and
Samuel S. Schoenholz and
Yasaman Bahri and
Jascha Sohl{-}Dickstein and
Jeffrey Pennington},
title = {Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient
Descent},
journal = {CoRR},
volume = {abs/1902.06720},
year = {2019},
url = {http://arxiv.org/abs/1902.06720},
eprinttype = {arXiv},
eprint = {1902.06720},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-06720.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-08129,
author = {Greg Yang and
Jeffrey Pennington and
Vinay Rao and
Jascha Sohl{-}Dickstein and
Samuel S. Schoenholz},
title = {A Mean Field Theory of Batch Normalization},
journal = {CoRR},
volume = {abs/1902.08129},
year = {2019},
url = {http://arxiv.org/abs/1902.08129},
eprinttype = {arXiv},
eprint = {1902.08129},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-08129.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-00827,
author = {Ben Adlam and
Jake Levinson and
Jeffrey Pennington},
title = {A Random Matrix Perspective on Mixtures of Nonlinearities for Deep
Learning},
journal = {CoRR},
volume = {abs/1912.00827},
year = {2019},
url = {http://arxiv.org/abs/1912.00827},
eprinttype = {arXiv},
eprint = {1912.00827},
timestamp = {Tue, 07 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-00827.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-13053,
author = {Lechao Xiao and
Jeffrey Pennington and
Samuel S. Schoenholz},
title = {Disentangling trainability and generalization in deep learning},
journal = {CoRR},
volume = {abs/1912.13053},
year = {2019},
url = {http://arxiv.org/abs/1912.13053},
eprinttype = {arXiv},
eprint = {1912.13053},
timestamp = {Sat, 04 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-13053.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/PenningtonSG18,
author = {Jeffrey Pennington and
Samuel S. Schoenholz and
Surya Ganguli},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {The emergence of spectral universality in deep networks},
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 = {1924--1932},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/pennington18a.html},
timestamp = {Wed, 03 Apr 2019 18:17:22 +0200},
biburl = {https://dblp.org/rec/conf/aistats/PenningtonSG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LeeBNSPS18,
author = {Jaehoon Lee and
Yasaman Bahri and
Roman Novak and
Samuel S. Schoenholz and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Deep Neural Networks as Gaussian Processes},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=B1EA-M-0Z},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/LeeBNSPS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/NovakBAPS18,
author = {Roman Novak and
Yasaman Bahri and
Daniel A. Abolafia and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Sensitivity and Generalization in Neural Networks: an Empirical Study},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=HJC2SzZCW},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/NovakBAPS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChenPS18,
author = {Minmin Chen and
Jeffrey Pennington and
Samuel S. Schoenholz},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables
Signal Propagation in Recurrent Neural Networks},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {872--881},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/chen18i.html},
timestamp = {Wed, 03 Apr 2019 18:17:30 +0200},
biburl = {https://dblp.org/rec/conf/icml/ChenPS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiaoBSSP18,
author = {Lechao Xiao and
Yasaman Bahri and
Jascha Sohl{-}Dickstein and
Samuel S. Schoenholz and
Jeffrey Pennington},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,
000-Layer Vanilla Convolutional Neural Networks},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {5389--5398},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/xiao18a.html},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/XiaoBSSP18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PenningtonW18,
author = {Jeffrey Pennington and
Pratik Worah},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {The Spectrum of the Fisher Information Matrix of a Single-Hidden-Layer
Neural Network},
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 = {5415--5424},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/18bb68e2b38e4a8ce7cf4f6b2625768c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/PenningtonW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-08760,
author = {Roman Novak and
Yasaman Bahri and
Daniel A. Abolafia and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Sensitivity and Generalization in Neural Networks: an Empirical Study},
journal = {CoRR},
volume = {abs/1802.08760},
year = {2018},
url = {http://arxiv.org/abs/1802.08760},
eprinttype = {arXiv},
eprint = {1802.08760},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-08760.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-09979,
author = {Jeffrey Pennington and
Samuel S. Schoenholz and
Surya Ganguli},
title = {The Emergence of Spectral Universality in Deep Networks},
journal = {CoRR},
volume = {abs/1802.09979},
year = {2018},
url = {http://arxiv.org/abs/1802.09979},
eprinttype = {arXiv},
eprint = {1802.09979},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-09979.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-05393,
author = {Lechao Xiao and
Yasaman Bahri and
Jascha Sohl{-}Dickstein and
Samuel S. Schoenholz and
Jeffrey Pennington},
title = {Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,
000-Layer Vanilla Convolutional Neural Networks},
journal = {CoRR},
volume = {abs/1806.05393},
year = {2018},
url = {http://arxiv.org/abs/1806.05393},
eprinttype = {arXiv},
eprint = {1806.05393},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-05393.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-05394,
author = {Minmin Chen and
Jeffrey Pennington and
Samuel S. Schoenholz},
title = {Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables
Signal Propagation in Recurrent Neural Networks},
journal = {CoRR},
volume = {abs/1806.05394},
year = {2018},
url = {http://arxiv.org/abs/1806.05394},
eprinttype = {arXiv},
eprint = {1806.05394},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-05394.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-05148,
author = {Roman Novak and
Lechao Xiao and
Jaehoon Lee and
Yasaman Bahri and
Daniel A. Abolafia and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Bayesian Convolutional Neural Networks with Many Channels are Gaussian
Processes},
journal = {CoRR},
volume = {abs/1810.05148},
year = {2018},
url = {http://arxiv.org/abs/1810.05148},
eprinttype = {arXiv},
eprint = {1810.05148},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-05148.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/PenningtonKKMBG17,
author = {Jeffrey W. Pennington and
Dean Karavite and
Edward M. Krause and
Jeffrey M. Miller and
Barbara A. Bernhardt and
Robert W. Grundmeier},
title = {Genomic decision support needs in pediatric primary care},
journal = {J. Am. Medical Informatics Assoc.},
volume = {24},
number = {4},
pages = {851--856},
year = {2017},
url = {https://doi.org/10.1093/jamia/ocw184},
doi = {10.1093/JAMIA/OCW184},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jamia/PenningtonKKMBG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/PenningtonB17,
author = {Jeffrey Pennington and
Yasaman Bahri},
editor = {Doina Precup and
Yee Whye Teh},
title = {Geometry of Neural Network Loss Surfaces via Random Matrix Theory},
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 = {2798--2806},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/pennington17a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/PenningtonB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PenningtonSG17,
author = {Jeffrey Pennington and
Samuel S. Schoenholz and
Surya Ganguli},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Resurrecting the sigmoid in deep learning through dynamical isometry:
theory and practice},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {4785--4795},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/d9fc0cdb67638d50f411432d0d41d0ba-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/PenningtonSG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PenningtonW17,
author = {Jeffrey Pennington and
Pratik Worah},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Nonlinear random matrix theory for deep learning},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {2637--2646},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/0f3d014eead934bbdbacb62a01dc4831-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/PenningtonW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-06570,
author = {Samuel S. Schoenholz and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {A Correspondence Between Random Neural Networks and Statistical Field
Theory},
journal = {CoRR},
volume = {abs/1710.06570},
year = {2017},
url = {http://arxiv.org/abs/1710.06570},
eprinttype = {arXiv},
eprint = {1710.06570},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-06570.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-00165,
author = {Jaehoon Lee and
Yasaman Bahri and
Roman Novak and
Samuel S. Schoenholz and
Jeffrey Pennington and
Jascha Sohl{-}Dickstein},
title = {Deep Neural Networks as Gaussian Processes},
journal = {CoRR},
volume = {abs/1711.00165},
year = {2017},
url = {http://arxiv.org/abs/1711.00165},
eprinttype = {arXiv},
eprint = {1711.00165},
timestamp = {Mon, 17 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-00165.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-04735,
author = {Jeffrey Pennington and
Samuel S. Schoenholz and
Surya Ganguli},
title = {Resurrecting the sigmoid in deep learning through dynamical isometry:
theory and practice},
journal = {CoRR},
volume = {abs/1711.04735},
year = {2017},
url = {http://arxiv.org/abs/1711.04735},
eprinttype = {arXiv},
eprint = {1711.04735},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-04735.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/midm/MasinoGPGC16,
author = {Aaron J. Masino and
Robert Grundmeier and
Jeffrey W. Pennington and
John A. Germiller and
E. Bryan Crenshaw},
title = {Temporal bone radiology report classification using open source machine
learning and natural langue processing libraries},
journal = {{BMC} Medical Informatics Decis. Mak.},
volume = {16},
pages = {65},
year = {2016},
url = {https://doi.org/10.1186/s12911-016-0306-3},
doi = {10.1186/S12911-016-0306-3},
timestamp = {Sun, 06 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/midm/MasinoGPGC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/BrowneRMP16,
author = {Aaron N. Browne and
Byron Ruth and
Kevin Murphy and
Jeffrey W. Pennington},
title = {Data Model Interoperability via Standard Representation},
booktitle = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
CA, USA, March 21-24, 2016},
publisher = {{AMIA}},
year = {2016},
url = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t005-1.3012400/f005-1.3012401/a139-1.3012626/a141-1.3012621},
timestamp = {Wed, 20 Jun 2018 17:09:02 +0200},
biburl = {https://dblp.org/rec/conf/cri/BrowneRMP16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/MillerVP16,
author = {Jeffrey M. Miller and
Donna Vito and
Jeffrey W. Pennington},
title = {Evolution of an mHealth Family Pedigree App},
booktitle = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
CA, USA, March 21-24, 2016},
publisher = {{AMIA}},
year = {2016},
url = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t005-1.3012400/f005-1.3012401/a192-1.3012493/a193-1.3012488},
timestamp = {Thu, 25 Jan 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cri/MillerVP16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cri/MurphyPBRKDMUB16,
author = {Kevin Murphy and
Jeffrey Pennington and
Aaron N. Browne and
Byron Ruth and
Ritu Khare and
LeMar Davidson and
Patricia K. Morris and
Levon H. Utidjian and
Charles Bailey},
title = {Clinical Data Research Network Lessons Learned},
booktitle = {Summit on Clinical Research Informatics, {CRI} 2016, San Francisco,
CA, USA, March 21-24, 2016},
publisher = {{AMIA}},
year = {2016},
url = {http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t005-1.3012400/f005-1.3012401/a193-1.3012488/a195-1.3012483},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cri/MurphyPBRKDMUB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/MasinoGPC15,
author = {Aaron J. Masino and
Robert Grundmeier and
Jeffrey W. Pennington and
E. Bryan Crenshaw},
title = {Identifying Abnormal Anatomy on Temporal Bone Computed Tomography
Reports Using Readily Available Natural Language Processing Software},
booktitle = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
San Francisco, CA, USA, November 14-18, 2015},
publisher = {{AMIA}},
year = {2015},
url = {https://knowledge.amia.org/59310-amia-1.2741865/t001-1.2745946/f001-1.2745947/2246226-1.2746053/2245875-1.2746050},
timestamp = {Wed, 17 Apr 2024 11:47:40 +0200},
biburl = {https://dblp.org/rec/conf/amia/MasinoGPC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/FelmeisterRMRP15,
author = {Alex S. Felmeister and
Tyler J. Rivera and
Aaron J. Masino and
Adam C. Resnick and
Jeffrey W. Pennington},
editor = {Jun Huan and
Satoru Miyano and
Amarda Shehu and
Xiaohua Tony Hu and
Bin Ma and
Sanguthevar Rajasekaran and
Vijay K. Gombar and
Matthieu{-}P. Schapranow and
Illhoi Yoo and
Jiayu Zhou and
Brian Chen and
Vinay Pai and
Brian G. Pierce},
title = {Scalable biobanking: {A} modular electronic Honest Broker and Biorepository
for integrated clinical, specimen and genomic research},
booktitle = {2015 {IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2015, Washington, DC, USA, November 9-12, 2015},
pages = {484--490},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/BIBM.2015.7359732},
doi = {10.1109/BIBM.2015.7359732},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bibm/FelmeisterRMRP15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PenningtonYK15,
author = {Jeffrey Pennington and
Felix X. Yu and
Sanjiv Kumar},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Spherical Random Features for Polynomial Kernels},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {1846--1854},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/f7f580e11d00a75814d2ded41fe8e8fe-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/PenningtonYK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/MasinoDDWSKPRW14,
author = {Aaron J. Masino and
Elizabeth T. Dechene and
Matthew C. Dulik and
Alisha Wilkens and
Nancy B. Spinner and
Ian D. Krantz and
Jeffrey W. Pennington and
Peter N. Robinson and
Peter S. White},
title = {Clinical phenotype-based gene prioritization: an initial study using
semantic similarity and the human phenotype ontology},
journal = {{BMC} Bioinform.},
volume = {15},
pages = {248},
year = {2014},
url = {https://doi.org/10.1186/1471-2105-15-248},
doi = {10.1186/1471-2105-15-248},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/MasinoDDWSKPRW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/PenningtonRIMWLCW14,
author = {Jeffrey W. Pennington and
Byron Ruth and
Michael J. Italia and
Jeffrey M. Miller and
Stacey Wrazien and
Jennifer G. Loutrel and
E. Bryan Crenshaw and
Peter S. White},
title = {\emph{Harvest}: an open platform for developing web-based biomedical
data discovery and reporting applications},
journal = {J. Am. Medical Informatics Assoc.},
volume = {21},
number = {2},
pages = {379--383},
year = {2014},
url = {https://doi.org/10.1136/amiajnl-2013-001825},
doi = {10.1136/AMIAJNL-2013-001825},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jamia/PenningtonRIMWLCW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nms/HallPL14,
author = {Jeffrey A. Hall and
Natalie Pennington and
Allyn Lueders},
title = {Impression management and formation on Facebook: {A} lens model approach},
journal = {New Media Soc.},
volume = {16},
number = {6},
pages = {958--982},
year = {2014},
url = {https://doi.org/10.1177/1461444813495166},
doi = {10.1177/1461444813495166},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nms/HallPL14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/PenningtonSM14,
author = {Jeffrey Pennington and
Richard Socher and
Christopher D. Manning},
editor = {Alessandro Moschitti and
Bo Pang and
Walter Daelemans},
title = {Glove: Global Vectors for Word Representation},
booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2014, October 25-29, 2014, Doha, Qatar,
{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
pages = {1532--1543},
publisher = {{ACL}},
year = {2014},
url = {https://doi.org/10.3115/v1/d14-1162},
doi = {10.3115/V1/D14-1162},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/PenningtonSM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/chb/HallP13,
author = {Jeffrey A. Hall and
Natalie Pennington},
title = {Self-monitoring, honesty, and cue use on Facebook: The relationship
with user extraversion and conscientiousness},
journal = {Comput. Hum. Behav.},
volume = {29},
number = {4},
pages = {1556--1564},
year = {2013},
url = {https://doi.org/10.1016/j.chb.2013.01.001},
doi = {10.1016/J.CHB.2013.01.001},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/chb/HallP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/SocherPHNM11,
author = {Richard Socher and
Jeffrey Pennington and
Eric H. Huang and
Andrew Y. Ng and
Christopher D. Manning},
title = {Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions},
booktitle = {Proceedings of the 2011 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2011, 27-31 July 2011, John McIntyre
Conference Centre, Edinburgh, UK, {A} meeting of SIGDAT, a Special
Interest Group of the {ACL}},
pages = {151--161},
publisher = {{ACL}},
year = {2011},
url = {https://aclanthology.org/D11-1014/},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/SocherPHNM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SocherHPNM11,
author = {Richard Socher and
Eric H. Huang and
Jeffrey Pennington and
Andrew Y. Ng and
Christopher D. Manning},
editor = {John Shawe{-}Taylor and
Richard S. Zemel and
Peter L. Bartlett and
Fernando C. N. Pereira and
Kilian Q. Weinberger},
title = {Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase
Detection},
booktitle = {Advances in Neural Information Processing Systems 24: 25th Annual
Conference on Neural Information Processing Systems 2011. Proceedings
of a meeting held 12-14 December 2011, Granada, Spain},
pages = {801--809},
year = {2011},
url = {https://proceedings.neurips.cc/paper/2011/hash/3335881e06d4d23091389226225e17c7-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SocherHPNM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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