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@InProceedings{ Abadi.Barham.Chen.ea.2016,
title = {Tensorflow: A system for large-scale machine learning},
author = {Abadi, Mart{\'\i}n and Barham, Paul and Chen, Jianmin and
Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin,
Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and
Isard, Michael and others},
booktitle = {12th $\{$USENIX$\}$ symposium on operating systems design
and implementation ($\{$OSDI$\}$ 16)},
pages = {265--283},
year = {2016}
}
@Article{ Abdel-Hamid.Mohamed.Jiang.ea.2014,
title = {Convolutional neural networks for speech recognition},
author = {Abdel-Hamid, Ossama and Mohamed, Abdel-rahman and Jiang,
Hui and Deng, Li and Penn, Gerald and Yu, Dong},
journal = {IEEE/ACM Transactions on audio, speech, and language
processing},
volume = {22},
number = {10},
pages = {1533--1545},
year = {2014},
publisher = {IEEE}
}
@InProceedings{ Ahmed.Aly.Gonzalez.ea.2012,
title = {Scalable inference in latent variable models},
author = {Ahmed, Amr and Aly, Moahmed and Gonzalez, Joseph and
Narayanamurthy, Shravan and Smola, Alexander J},
booktitle = {Proceedings of the fifth ACM international conference on
Web search and data mining},
pages = {123--132},
year = {2012},
organization = {ACM}
}
@book{guyon2008feature,
title={Feature extraction: foundations and applications},
author={Guyon, Isabelle and Gunn, Steve and Nikravesh, Masoud and Zadeh, Lofti A},
volume={207},
year={2008},
publisher={Springer}
}
@Article{ Aji.McEliece.2000,
title = {The generalized distributive law},
author = {Aji, Srinivas M and McEliece, Robert J},
journal = {IEEE transactions on Information Theory},
volume = {46},
number = {2},
pages = {325--343},
year = {2000},
publisher = {IEEE}
}
@Article{ Alsallakh.Kokhlikyan.Miglani.ea.2020,
title = {Mind the Pad--CNNs can Develop Blind Spots},
author = {Alsallakh, Bilal and Kokhlikyan, Narine and Miglani, Vivek
and Yuan, Jun and Reblitz-Richardson, Orion},
journal = {arXiv preprint arXiv:2010.02178},
year = {2020}
}
@Article{ Aronszajn.1950,
title = {Theory of reproducing kernels},
author = {Aronszajn, Nachman},
journal = {Transactions of the American mathematical society},
volume = {68},
number = {3},
pages = {337--404},
year = {1950}
}
@Article{ Ba.Kiros.Hinton.2016,
title = {Layer normalization},
author = {Ba, Jimmy Lei and Kiros, Jamie Ryan and Hinton, Geoffrey
E},
journal = {arXiv preprint arXiv:1607.06450},
year = {2016}
}
@Article{ Bahdanau.Cho.Bengio.2014,
title = {Neural machine translation by jointly learning to align
and translate},
author = {Bahdanau, Dzmitry and Cho, Kyunghyun and Bengio, Yoshua},
journal = {arXiv preprint arXiv:1409.0473},
year = {2014}
}
@Article{ Bartlett.Montanari.Rakhlin.2021,
title = {Deep learning: a statistical viewpoint},
author = {Bartlett, Peter L and Montanari, Andrea and Rakhlin,
Alexander},
journal = {arXiv preprint arXiv:2103.09177},
year = {2021}
}
@InProceedings{ Bay.Tuytelaars.Van-Gool.2006,
title = {Surf: Speeded up robust features},
author = {Bay, Herbert and Tuytelaars, Tinne and Van Gool, Luc},
booktitle = {European conference on computer vision},
pages = {404--417},
year = {2006},
organization = {Springer}
}
@Article{ Bengio.Ducharme.Vincent.ea.2003,
title = {A neural probabilistic language model},
author = {Bengio, Yoshua and Ducharme, R{\'e}jean and Vincent,
Pascal and Jauvin, Christian},
journal = {Journal of machine learning research},
volume = {3},
number = {Feb},
pages = {1137--1155},
year = {2003}
}
@InProceedings{ Bergstra.Breuleux.Bastien.ea.2010,
title = {Theano: A CPU and GPU math compiler in Python},
author = {Bergstra, James and Breuleux, Olivier and Bastien,
Fr{\'e}d{\'e}ric and Lamblin, Pascal and Pascanu, Razvan
and Desjardins, Guillaume and Turian, Joseph and
Warde-Farley, David and Bengio, Yoshua},
booktitle = {Proc. 9th python in science conf},
volume = {1},
pages = {3--10},
year = {2010}
}
@InProceedings{ Beutel.Murray.Faloutsos.ea.2014,
title = {Cobafi: collaborative bayesian filtering},
author = {Beutel, Alex and Murray, Kenton and Faloutsos, Christos
and Smola, Alexander J},
booktitle = {Proceedings of the 23rd international conference on World
wide web},
pages = {97--108},
year = {2014}
}
@Article{ Bishop.1995,
title = {Training with noise is equivalent to Tikhonov
regularization},
author = {Bishop, Chris M},
journal = {Neural computation},
volume = {7},
number = {1},
pages = {108--116},
year = {1995},
publisher = {MIT Press}
}
@Book{ Bishop.2006,
title = {Pattern recognition and machine learning},
author = {Bishop, Christopher M},
year = {2006},
publisher = {springer}
}
@Article{ Black.Scholes.1973,
title = {The Pricing of Options and Corporate Liabilities},
author = {Black, Fischer and Scholes, Myron},
journal = {The Journal of Political Economy},
pages = {637--654},
year = {1973},
publisher = {JSTOR}
}
@InProceedings{ Bodla.Singh.Chellappa.ea.2017,
title = {Soft-NMS--improving object detection with one line of
code},
author = {Bodla, Navaneeth and Singh, Bharat and Chellappa, Rama and
Davis, Larry S},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {5561--5569},
year = {2017}
}
@Article{ Bojanowski.Grave.Joulin.ea.2017,
title = {Enriching word vectors with subword information},
author = {Bojanowski, Piotr and Grave, Edouard and Joulin, Armand
and Mikolov, Tomas},
journal = {Transactions of the Association for Computational
Linguistics},
volume = {5},
pages = {135--146},
year = {2017},
publisher = {MIT Press}
}
@Book{ Bollobas.1999,
title = {Linear analysis},
author = {Bollob{\'a}s, B},
year = {1999},
publisher = {Cambridge University Press, Cambridge}
}
@InCollection{ Bottou.2010,
title = {Large-scale machine learning with stochastic gradient
descent},
author = {Bottou, L{\'e}on},
booktitle = {Proceedings of COMPSTAT'2010},
pages = {177--186},
year = {2010},
publisher = {Springer}
}
@InProceedings{ Bottou.Le-Cun.1988,
author = {Bottou, {L\'eon} and {Le Cun}, Yann},
title = {SN: A Simulator for Connectionist Models},
pages = {371-382},
booktitle = {Proceedings of NeuroNimes 88},
address = {Nimes, France},
year = {1988},
url = {http://leon.bottou.org/papers/bottou-lecun-88}
}
@Article{ Boucheron.Bousquet.Lugosi.2005,
title = {Theory of classification: A survey of some recent
advances},
author = {Boucheron, St{\'e}phane and Bousquet, Olivier and Lugosi,
G{\'a}bor},
journal = {ESAIM: probability and statistics},
volume = {9},
pages = {323--375},
year = {2005},
publisher = {EDP Sciences}
}
@Article{ Bowman.Angeli.Potts.ea.2015,
title = {A large annotated corpus for learning natural language
inference},
author = {Bowman, Samuel R and Angeli, Gabor and Potts, Christopher
and Manning, Christopher D},
journal = {arXiv preprint arXiv:1508.05326},
year = {2015}
}
@Book{ Boyd.Vandenberghe.2004,
address = {Cambridge, England},
author = {Stephen Boyd and Lieven Vandenberghe},
publisher = {Cambridge University Press},
title = {Convex Optimization},
year = 2004
}
@Article{ Bradley.Terry.1952,
title = {Rank analysis of incomplete block designs: I. The method
of paired comparisons},
author = {Bradley, Ralph Allan and Terry, Milton E},
journal = {Biometrika},
volume = {39},
number = {3/4},
pages = {324--345},
year = {1952},
publisher = {JSTOR}
}
@InProceedings{ Brown.Cocke.Della-Pietra.ea.1988,
title = {A statistical approach to language translation},
author = {Brown, Peter F and Cocke, John and Della Pietra, Stephen A
and Della Pietra, Vincent J and Jelinek, Frederick and
Mercer, Robert L and Roossin, Paul},
booktitle = {Coling Budapest 1988 Volume 1: International Conference on
Computational Linguistics},
year = {1988}
}
@Article{ Brown.Cocke.Della-Pietra.ea.1990,
title = {A statistical approach to machine translation},
author = {Brown, Peter F and Cocke, John and Della Pietra, Stephen A
and Della Pietra, Vincent J and Jelinek, Frederick and
Lafferty, John and Mercer, Robert L and Roossin, Paul S},
journal = {Computational linguistics},
volume = {16},
number = {2},
pages = {79--85},
year = {1990}
}
@InProceedings{ Brown.Sandholm.2017,
title = {Libratus: The Superhuman AI for No-Limit Poker.},
author = {Brown, Noam and Sandholm, Tuomas},
booktitle = {IJCAI},
pages = {5226--5228},
year = {2017}
}
@Article{ Buslaev.Iglovikov.Khvedchenya.ea.2020,
title = {Albumentations: fast and flexible image augmentations},
author = {Buslaev, Alexander and Iglovikov, Vladimir I and
Khvedchenya, Eugene and Parinov, Alex and Druzhinin,
Mikhail and Kalinin, Alexandr A},
journal = {Information},
volume = {11},
number = {2},
pages = {125},
year = {2020},
publisher = {Multidisciplinary Digital Publishing Institute}
}
@Book{ Cajal.Azoulay.1894,
title = {Les nouvelles id{\'e}es sur la structure du syst{\`e}me
nerveux chez l'homme et chez les vert{\'e}br{\'e}s},
author = {y Cajal, Santiago Ram{\'o}n and Azoulay, L{\'e}on},
year = {1894},
publisher = {C. Reinwald}
}
@Article{ Campbell.Hoane-Jr.Hsu.2002,
title = {Deep blue},
author = {Campbell, Murray and Hoane Jr, A Joseph and Hsu,
Feng-hsiung},
journal = {Artificial intelligence},
volume = {134},
number = {1-2},
pages = {57--83},
year = {2002},
publisher = {Elsevier}
}
@InCollection{ Canny.1987,
title = {A computational approach to edge detection},
author = {Canny, John},
booktitle = {Readings in computer vision},
pages = {184--203},
year = {1987},
publisher = {Elsevier}
}
@Article{ Cantelli.1933,
author = {F.~P. Cantelli},
journal = {Rend.\ Accad.\ Lincei},
number = 1,
pages = 39,
title = {Sulla probabilita come limita della frequenza},
volume = 26,
year = 1933
}
@InProceedings{ Cer.Diab.Agirre.ea.2017,
title = {SemEval-2017 Task 1: Semantic Textual Similarity
Multilingual and Crosslingual Focused Evaluation},
author = {Cer, Daniel and Diab, Mona and Agirre, Eneko and
Lopez-Gazpio, I{\~n}igo and Specia, Lucia},
booktitle = {Proceedings of the 11th International Workshop on Semantic
Evaluation (SemEval-2017)},
pages = {1--14},
year = {2017}
}
@Article{ Chen.Li.Li.ea.2015,
title = {Mxnet: A flexible and efficient machine learning library
for heterogeneous distributed systems},
author = {Chen, Tianqi and Li, Mu and Li, Yutian and Lin, Min and
Wang, Naiyan and Wang, Minjie and Xiao, Tianjun and Xu,
Bing and Zhang, Chiyuan and Zhang, Zheng},
journal = {arXiv preprint arXiv:1512.01274},
year = {2015}
}
@InProceedings{ Cheng.Dong.Lapata.2016,
title = {Long Short-Term Memory-Networks for Machine Reading},
author = {Cheng, Jianpeng and Dong, Li and Lapata, Mirella},
booktitle = {Proceedings of the 2016 Conference on Empirical Methods in
Natural Language Processing},
pages = {551--561},
year = {2016}
}
@Article{ Chetlur.Woolley.Vandermersch.ea.2014,
title = {cudnn: Efficient primitives for deep learning},
author = {Chetlur, Sharan and Woolley, Cliff and Vandermersch,
Philippe and Cohen, Jonathan and Tran, John and Catanzaro,
Bryan and Shelhamer, Evan},
journal = {arXiv preprint arXiv:1410.0759},
year = {2014}
}
@Article{ Cho.Van-Merrienboer.Bahdanau.ea.2014,
title = {On the properties of neural machine translation:
Encoder-decoder approaches},
author = {Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Bahdanau,
Dzmitry and Bengio, Yoshua},
journal = {arXiv preprint arXiv:1409.1259},
year = {2014}
}
@Article{ Cho.Van-Merrienboer.Gulcehre.ea.2014,
title = {Learning phrase representations using RNN encoder-decoder
for statistical machine translation},
author = {Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Gulcehre,
Caglar and Bahdanau, Dzmitry and Bougares, Fethi and
Schwenk, Holger and Bengio, Yoshua},
journal = {arXiv preprint arXiv:1406.1078},
year = {2014}
}
@Book{ Chowdhury.2010,
title = {Introduction to modern information retrieval},
author = {Chowdhury, Gobinda G},
year = {2010},
publisher = {Facet publishing}
}
@Article{ Chung.Gulcehre.Cho.ea.2014,
title = {Empirical evaluation of gated recurrent neural networks on
sequence modeling},
author = {Chung, Junyoung and Gulcehre, Caglar and Cho, KyungHyun
and Bengio, Yoshua},
journal = {arXiv preprint arXiv:1412.3555},
year = {2014}
}
@Article{ Collobert.Weston.Bottou.ea.2011,
title = {Natural language processing (almost) from scratch},
author = {Collobert, Ronan and Weston, Jason and Bottou, L{\'e}on
and Karlen, Michael and Kavukcuoglu, Koray and Kuksa,
Pavel},
journal = {Journal of machine learning research},
volume = {12},
number = {ARTICLE},
pages = {2493--2537},
year = {2011}
}
@Article{ Corfield.Scholkopf.Vapnik.2009,
title = {Falsificationism and statistical learning theory:
Comparing the Popper and Vapnik-Chervonenkis dimensions},
author = {Corfield, David and Sch{\"o}lkopf, Bernhard and Vapnik,
Vladimir},
journal = {Journal for General Philosophy of Science},
volume = {40},
number = {1},
pages = {51--58},
year = {2009},
publisher = {Springer}
}
@Book{ Cover.Thomas.1999,
title = {Elements of information theory},
author = {T. Cover and J.M. Thomas},
year = {1999},
publisher = {John Wiley \& Sons}
}
@Article{ Cramer.1946,
title = {Mathematical methods of statistics.},
author = {Cram{\'e}r, H},
journal = {Mathematical methods of statistics.},
year = {1946},
publisher = {Princeton University Press}
}
@Article{ Csiszar.2008,
title = {Axiomatic characterizations of information measures},
author = {Csisz{\'a}r, Imre},
journal = {Entropy},
volume = {10},
number = {3},
pages = {261--273},
year = {2008},
publisher = {Molecular Diversity Preservation International}
}
@Article{ Cybenko.1989,
title = {Approximation by superpositions of a sigmoidal function},
author = {Cybenko, George},
journal = {Mathematics of control, signals and systems},
volume = {2},
number = {4},
pages = {303--314},
year = {1989},
publisher = {Springer}
}
@InProceedings{ Dalal.Triggs.2005,
title = {Histograms of oriented gradients for human detection},
author = {Dalal, Navneet and Triggs, Bill},
booktitle = {2005 IEEE computer society conference on computer vision
and pattern recognition (CVPR'05)},
volume = {1},
pages = {886--893},
year = {2005},
organization = {IEEE}
}
@Article{ De-Cock.2011,
title = {Ames, Iowa: Alternative to the Boston housing data as an
end of semester regression project},
author = {De Cock, Dean},
journal = {Journal of Statistics Education},
volume = {19},
number = {3},
year = {2011},
publisher = {Taylor \& Francis}
}
@Article{ De-Valois.Albrecht.Thorell.1982,
title = {Spatial frequency selectivity of cells in macaque visual
cortex},
author = {De Valois, Russell L and Albrecht, Duane G and Thorell,
Lisa G},
journal = {Vision research},
volume = {22},
number = {5},
pages = {545--559},
year = {1982},
publisher = {Elsevier}
}
@InProceedings{ DeCandia.Hastorun.Jampani.ea.2007,
title = {Dynamo: Amazon's highly available key-value store},
author = {DeCandia, Giuseppe and Hastorun, Deniz and Jampani, Madan
and Kakulapati, Gunavardhan and Lakshman, Avinash and
Pilchin, Alex and Sivasubramanian, Swaminathan and
Vosshall, Peter and Vogels, Werner},
booktitle = {ACM SIGOPS operating systems review},
volume = {41},
number = {6},
pages = {205--220},
year = {2007},
organization = {ACM}
}
@InProceedings{ Dean.Corrado.Monga.ea.2012,
title = {Large scale distributed deep networks},
author = {Dean, Jeffrey and Corrado, Greg S and Monga, Rajat and
Chen, Kai and Devin, Matthieu and Le, Quoc V and Mao, Mark
Z and Ranzato, Marc'Aurelio and Senior, Andrew and Tucker,
Paul and others},
booktitle = {Proceedings of the 25th International Conference on Neural
Information Processing Systems-Volume 1},
pages = {1223--1231},
year = {2012}
}
@InProceedings{ Deng.Dong.Socher.ea.2009,
title = {Imagenet: A large-scale hierarchical image database},
author = {Deng, Jia and Dong, Wei and Socher, Richard and Li, Li-Jia
and Li, Kai and Fei-Fei, Li},
booktitle = {2009 IEEE conference on computer vision and pattern
recognition},
pages = {248--255},
year = {2009},
organization = {Ieee}
}
@Article{ Der-Kiureghian.Ditlevsen.2009,
title = {Aleatory or epistemic? Does it matter?},
author = {Der Kiureghian, Armen and Ditlevsen, Ove},
journal = {Structural safety},
volume = {31},
number = {2},
pages = {105--112},
year = {2009},
publisher = {Elsevier}
}
@Article{ Devlin.Chang.Lee.ea.2018,
title = {Bert: Pre-training of deep bidirectional transformers for
language understanding},
author = {Devlin, Jacob and Chang, Ming-Wei and Lee, Kenton and
Toutanova, Kristina},
journal = {arXiv preprint arXiv:1810.04805},
year = {2018}
}
@InProceedings{ Doersch.Gupta.Efros.2015,
title = {Unsupervised visual representation learning by context
prediction},
author = {Doersch, Carl and Gupta, Abhinav and Efros, Alexei A},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {1422--1430},
year = {2015}
}
@InProceedings{ Dosovitskiy.Beyer.Kolesnikov.ea.2021,
title = {An Image is Worth 16x16 Words: Transformers for Image
Recognition at Scale},
author = {Dosovitskiy, Alexey and Beyer, Lucas and Kolesnikov,
Alexander and Weissenborn, Dirk and Zhai, Xiaohua and
Unterthiner, Thomas and Dehghani, Mostafa and Minderer,
Matthias and Heigold, Georg and Gelly, Sylvain and others},
booktitle = {International Conference on Learning Representations},
year = {2021}
}
@InProceedings{ Dosovitskiy.Beyer.Kolesnikov.ea.2021*1,
title = {An image is worth 16x16 words: Transformers for image
recognition at scale},
author = {Dosovitskiy, Alexey and Beyer, Lucas and Kolesnikov,
Alexander and Weissenborn, Dirk and Zhai, Xiaohua and
Unterthiner, Thomas and Dehghani, Mostafa and Minderer,
Matthias and Heigold, Georg and Gelly, Sylvain and others},
booktitle = {International Conference on Learning Representations},
year = {2021}
}
@InCollection{ Doucet.De-Freitas.Gordon.2001,
title = {An introduction to sequential Monte Carlo methods},
author = {Doucet, Arnaud and De Freitas, Nando and Gordon, Neil},
booktitle = {Sequential Monte Carlo methods in practice},
pages = {3--14},
year = {2001},
publisher = {Springer}
}
@Article{ Duchi.Hazan.Singer.2011,
title = {Adaptive subgradient methods for online learning and
stochastic optimization},
author = {Duchi, John and Hazan, Elad and Singer, Yoram},
journal = {Journal of Machine Learning Research},
volume = {12},
number = {Jul},
pages = {2121--2159},
year = {2011}
}
@Article{ Dumoulin.Visin.2016,
title = {A guide to convolution arithmetic for deep learning},
author = {Dumoulin, Vincent and Visin, Francesco},
journal = {arXiv preprint arXiv:1603.07285},
year = {2016}
}
@Article{ Edelman.Ostrovsky.Schwarz.2007,
title = {Internet advertising and the generalized second-price
auction: Selling billions of dollars worth of keywords},
author = {Edelman, Benjamin and Ostrovsky, Michael and Schwarz,
Michael},
journal = {American economic review},
volume = {97},
number = {1},
pages = {242--259},
year = {2007}
}
@Book{ Fechner.1860,
title = {Elemente der Ppsychophysik},
author = {Fechner, Gustav Theodor},
volume = {2},
year = {1860},
publisher = {Breitkopf u. H{\"a}rtel}
}
@Book{ Fernando.2004,
title = {GPU gems: programming techniques, tips, and tricks for
real-time graphics},
author = {Fernando, Randima},
volume = {590},
year = {2004},
publisher = {Addison-Wesley Reading}
}
@Article{ Field.1987,
title = {Relations between the statistics of natural images and the
response properties of cortical cells},
author = {Field, David J},
journal = {Josa a},
volume = {4},
number = {12},
pages = {2379--2394},
year = {1987},
publisher = {Optical Society of America}
}
@Book{ Fisher.1928,
title = {Statistical methods for research workers.},
author = {Fisher, RA},
year = {1928},
publisher = {Stechert}
}
@InProceedings{ Flammarion.Bach.2015,
title = {From averaging to acceleration, there is only a
step-size},
author = {Flammarion, Nicolas and Bach, Francis},
booktitle = {Conference on Learning Theory},
pages = {658--695},
year = {2015}
}
@Article{ Frankle.Carbin.2018,
title = {The lottery ticket hypothesis: Finding sparse, trainable
neural networks},
author = {Frankle, Jonathan and Carbin, Michael},
journal = {arXiv preprint arXiv:1803.03635},
year = {2018}
}
@Article{ Frazier.2018,
title = {A tutorial on Bayesian optimization},
author = {Frazier, Peter I},
journal = {arXiv preprint arXiv:1807.02811},
year = {2018}
}
@InProceedings{ Freund.Schapire.ea.1996,
title = {Experiments with a new boosting algorithm},
author = {Freund, Yoav and Schapire, Robert E and others},
booktitle = {icml},
volume = {96},
pages = {148--156},
year = {1996},
organization = {Citeseer}
}
@Article{ Friedman.1997,
title = {On bias, variance, 0/1—loss, and the
curse-of-dimensionality},
author = {Friedman, Jerome H},
journal = {Data mining and knowledge discovery},
volume = {1},
number = {1},
pages = {55--77},
year = {1997},
publisher = {Springer}
}
@Article{ Frostig.Johnson.Leary.2018,
title = {Compiling machine learning programs via high-level
tracing},
author = {Frostig, Roy and Johnson, Matthew James and Leary, Chris},
journal = {Systems for Machine Learning},
year = {2018}
}
@InCollection{ Fukushima.1982,
title = {Neocognitron: A self-organizing neural network model for a
mechanism of visual pattern recognition},
author = {Fukushima, Kunihiko},
booktitle = {Competition and cooperation in neural nets},
pages = {267--285},
year = {1982},
publisher = {Springer}
}
@InProceedings{ Gatys.Ecker.Bethge.2016,
title = {Image style transfer using convolutional neural networks},
author = {Gatys, Leon A and Ecker, Alexander S and Bethge,
Matthias},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {2414--2423},
year = {2016}
}
@Article{ Gauss.1809,
title = {Theoria motus corporum coelestum},
author = {Gauss, Carl Friedrich},
journal = {Werke},
year = {1809}
}
@Article{ Gibbs.1902,
title = {Elementary Principles of Statistical Mechanics},
author = {Gibbs, Josiah Willard},
journal = {Compare},
volume = {289},
pages = {314},
year = {1902}
}
@Article{ Ginibre.1965,
title = {Statistical ensembles of complex, quaternion, and real
matrices},
author = {Ginibre, Jean},
journal = {Journal of Mathematical Physics},
volume = {6},
number = {3},
pages = {440--449},
year = {1965},
publisher = {AIP}
}
@InProceedings{ Girshick.2015,
title = {Fast r-cnn},
author = {Girshick, Ross},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {1440--1448},
year = {2015}
}
@InProceedings{ Girshick.Donahue.Darrell.ea.2014,
title = {Rich feature hierarchies for accurate object detection and
semantic segmentation},
author = {Girshick, Ross and Donahue, Jeff and Darrell, Trevor and
Malik, Jitendra},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {580--587},
year = {2014}
}
@Article{ Glivenko.1933,
author = {V.~I. Glivenko},
journal = {Giornale dell'Istituta Italiano degli Attuari},
pages = 92,
title = {Sulla determinazione empirica delle leggi di probabilita},
volume = 4,
year = 1933
}
@InProceedings{ Glorot.Bengio.2010,
title = {Understanding the difficulty of training deep feedforward
neural networks},
author = {Glorot, Xavier and Bengio, Yoshua},
booktitle = {Proceedings of the thirteenth international conference on
artificial intelligence and statistics},
pages = {249--256},
year = {2010}
}
@Article{ Goh.2017,
author = {Goh, Gabriel},
title = {Why Momentum Really Works},
journal = {Distill},
year = {2017},
url = {http://distill.pub/2017/momentum},
doi = {10.23915/distill.00006}
}
@Article{ Goldberg.Nichols.Oki.ea.1992,
title = {Using collaborative filtering to weave an information
tapestry},
author = {Goldberg, David and Nichols, David and Oki, Brian M and
Terry, Douglas},
journal = {Communications of the ACM},
volume = {35},
number = {12},
pages = {61--71},
year = {1992},
publisher = {Association for Computing Machinery, Inc.}
}
@Misc{ Golub.Van-Loan.1996,
title = {Matrix computations. Johns Hopkins studies in the
mathematical sciences},
author = {Golub, Gene H and Van Loan, Charles F},
year = {1996},
publisher = {Johns Hopkins University Press, Baltimore, MD,}
}
@Book{ Goodfellow.Bengio.Courville.2016,
title = {Deep Learning},
author = {Ian Goodfellow and Yoshua Bengio and Aaron Courville},
publisher = {MIT Press},
note = {\url{http://www.deeplearningbook.org}},
year = {2016}
}
@InProceedings{ Goodfellow.Pouget-Abadie.Mirza.ea.2014,
title = {Generative adversarial nets},
author = {Goodfellow, Ian and Pouget-Abadie, Jean and Mirza, Mehdi
and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and
Courville, Aaron and Bengio, Yoshua},
booktitle = {Advances in neural information processing systems},
pages = {2672--2680},
year = {2014}
}
@Article{ Gotmare.Keskar.Xiong.ea.2018,
title = {A Closer Look at Deep Learning Heuristics: Learning rate
restarts, Warmup and Distillation},
author = {Gotmare, Akhilesh and Keskar, Nitish Shirish and Xiong,
Caiming and Socher, Richard},
journal = {arXiv preprint arXiv:1810.13243},
year = {2018}
}
@Article{ Goyal.Bochkovskiy.Deng.ea.2021,
title = {Non-deep Networks},
author = {Goyal, Ankit and Bochkovskiy, Alexey and Deng, Jia and
Koltun, Vladlen},
journal = {arXiv preprint arXiv:2110.07641},
year = {2021}
}
@Article{ Graham.2014,
title = {Fractional max-pooling},
author = {Graham, Benjamin},
journal = {arXiv preprint arXiv:1412.6071},
year = {2014}
}
@Article{ Graves.2013,
title = {Generating sequences with recurrent neural networks},
author = {Graves, Alex},
journal = {arXiv preprint arXiv:1308.0850},
year = {2013}
}
@Article{ Graves.Schmidhuber.2005,
title = {Framewise phoneme classification with bidirectional LSTM
and other neural network architectures},
author = {Graves, Alex and Schmidhuber, J{\"u}rgen},
journal = {Neural networks},
volume = {18},
number = {5-6},
pages = {602--610},
year = {2005},
publisher = {Elsevier}
}
@Article{ Griewank.1989,
title = {On automatic differentiation},
author = {Griewank, Andreas},
journal = {Mathematical Programming: recent developments and
applications},
volume = {6},
number = {6},
pages = {83--107},
year = {1989},
publisher = {Citeseer}
}
@InCollection{ Gunawardana.Shani.2015,
title = {Evaluating recommender systems},
author = {Gunawardana, Asela and Shani, Guy},
booktitle = {Recommender systems handbook},
pages = {265--308},
year = {2015},
publisher = {Springer}
}
@InProceedings{ Guo.Tang.Ye.ea.2017,
title = {DeepFM: a factorization-machine based neural network for
CTR prediction},
author = {Guo, Huifeng and Tang, Ruiming and Ye, Yunming and Li,
Zhenguo and He, Xiuqiang},
booktitle = {Proceedings of the 26th International Joint Conference on
Artificial Intelligence},
pages = {1725--1731},
year = {2017},
organization = {AAAI Press}
}
@Article{ Hadjis.Zhang.Mitliagkas.ea.2016,
title = {Omnivore: An optimizer for multi-device deep learning on
cpus and gpus},
author = {Hadjis, Stefan and Zhang, Ce and Mitliagkas, Ioannis and
Iter, Dan and R{\'e}, Christopher},
journal = {arXiv preprint arXiv:1606.04487},
year = {2016}
}
@Book{ Hartley.Zisserman.2000,
author = {Hartley, Richard and Zisserman, Andrew},
title = {Multiple View Geometry in Computer Vision},
year = {2000},
publisher = {Cambridge University Press}
}
@InProceedings{ Hazan.Rakhlin.Bartlett.2008,
title = {Adaptive online gradient descent},
author = {Hazan, Elad and Rakhlin, Alexander and Bartlett, Peter L},
booktitle = {Advances in Neural Information Processing Systems},
pages = {65--72},
year = {2008}
}
@InProceedings{ He.Chua.2017,
title = {Neural factorization machines for sparse predictive
analytics},
author = {He, Xiangnan and Chua, Tat-Seng},
booktitle = {Proceedings of the 40th International ACM SIGIR conference
on Research and Development in Information Retrieval},
pages = {355--364},
year = {2017},
organization = {ACM}
}
@InProceedings{ He.Gkioxari.Dollar.ea.2017,
title = {Mask r-cnn},
author = {He, Kaiming and Gkioxari, Georgia and Doll{\'a}r, Piotr
and Girshick, Ross},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {2961--2969},
year = {2017}
}
@InProceedings{ He.Liao.Zhang.ea.2017,
title = {Neural collaborative filtering},
author = {He, Xiangnan and Liao, Lizi and Zhang, Hanwang and Nie,
Liqiang and Hu, Xia and Chua, Tat-Seng},
booktitle = {Proceedings of the 26th international conference on world
wide web},
pages = {173--182},
year = {2017},
organization = {International World Wide Web Conferences Steering
Committee}
}
@InProceedings{ He.Zhang.Ren.ea.2015,
title = {Delving deep into rectifiers: Surpassing human-level