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@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}
}

@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{	  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}
}

@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}
}

@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}
}

@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}
}

@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
}

@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{	  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}
}

@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}
}

@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{	  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{	  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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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}
}

@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{	  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}
}

@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.}
}

@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{	  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}
}

@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}
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@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}
}

@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
		  performance on imagenet classification},
  author	= {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun,
		  Jian},
  booktitle	= {Proceedings of the IEEE international conference on
		  computer vision},
  pages		= {1026--1034},
  year		= {2015}
}

@InProceedings{	  He.Zhang.Ren.ea.2016,
  title		= {Deep residual learning for image recognition},
  author	= {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun,
		  Jian},
  booktitle	= {Proceedings of the IEEE conference on computer vision and
		  pattern recognition},
  pages		= {770--778},
  year		= {2016}
}

@InProceedings{	  He.Zhang.Ren.ea.2016*1,
  title		= {Identity mappings in deep residual networks},
  author	= {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun,
		  Jian},
  booktitle	= {European conference on computer vision},
  pages		= {630--645},
  year		= {2016},
  organization	= {Springer}
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@Book{		  Hebb.Hebb.1949,
  title		= {The organization of behavior},
  author	= {Hebb, Donald Olding and Hebb, DO},
  volume	= {65},
  year		= {1949},
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@Article{	  Hendrycks.Gimpel.2016,
  title		= {Gaussian error linear units (gelus)},
  author	= {Hendrycks, Dan and Gimpel, Kevin},
  journal	= {arXiv preprint arXiv:1606.08415},
  year		= {2016}
}

@Book{		  Hennessy.Patterson.2011,
  title		= {Computer architecture: a quantitative approach},
  author	= {Hennessy, John L and Patterson, David A},
  year		= {2011},
  publisher	= {Elsevier}
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@InProceedings{	  Herlocker.Konstan.Borchers.ea.1999,
  title		= {An algorithmic framework for performing collaborative
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  author	= {Herlocker, Jonathan L and Konstan, Joseph A and Borchers,
		  Al and Riedl, John},
  booktitle	= {22nd Annual International ACM SIGIR Conference on Research
		  and Development in Information Retrieval, SIGIR 1999},
  pages		= {230--237},
  year		= {1999},
  organization	= {Association for Computing Machinery, Inc}
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@Article{	  Hidasi.Karatzoglou.Baltrunas.ea.2015,
  title		= {Session-based recommendations with recurrent neural
		  networks},
  author	= {Hidasi, Bal{\'a}zs and Karatzoglou, Alexandros and
		  Baltrunas, Linas and Tikk, Domonkos},
  journal	= {arXiv preprint arXiv:1511.06939},
  year		= {2015}
}

@Misc{		  Hochreiter.Bengio.Frasconi.ea.2001,
  title		= {Gradient flow in recurrent nets: the difficulty of
		  learning long-term dependencies},
  author	= {Hochreiter, Sepp and Bengio, Yoshua and Frasconi, Paolo
		  and Schmidhuber, J{\"u}rgen and others},
  year		= {2001},
  publisher	= {A field guide to dynamical recurrent neural networks. IEEE
		  Press}
}

@Article{	  Hochreiter.Schmidhuber.1997,
  title		= {Long short-term memory},
  author	= {Hochreiter, Sepp and Schmidhuber, J{\"u}rgen},
  journal	= {Neural computation},
  volume	= {9},
  number	= {8},
  pages		= {1735--1780},
  year		= {1997},
  publisher	= {MIT Press}
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@InProceedings{	  Hoyer.Janzing.Mooij.ea.2009,
  title		= {Nonlinear causal discovery with additive noise models},
  author	= {Hoyer, Patrik O and Janzing, Dominik and Mooij, Joris M
		  and Peters, Jonas and Sch{\"o}lkopf, Bernhard},
  booktitle	= {Advances in neural information processing systems},
  pages		= {689--696},
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