Deep Learning: Publications

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@inproceedings{Yang:2015,
  title = "Deep Fried Convnets",
  author = "Zichao Yang and Marcin Moczulski and Misha Denil and Nando de Freitas and Alexander J. Smola and Le Song and Ziyu Wang",
  year = "2015",
  booktitle = "ICCV",
  url = "http://arxiv.org/pdf/1412.7149v4",
}

@inproceedings{Kotzias2015,
  title = "From Group to Individual Labels using Deep Features",
  author = "Kotzias, Dimitrios and Denil, Misha and de Freitas, Nando and Smyth, Padhraic",
  year = "2015",
  booktitle = "ACM SIGKDD",
  url = "http://mdenil.com/media/papers/2015-deep-multi-instance-learning.pdf",
}

@techreport{10204,
  title = "ACDC: A Structured Efficient Linear Layer",
  author = "Marcin Moczulski and Misha Denil and Jeremy Appleyard and Nando de Freitas",
  year = "2015",
  number = "arXiv:1511.05946",
  url = "http://arxiv.org/abs/1511.05946",
}

@techreport{10201,
  title = "Dueling Network Architectures for Deep Reinforcement Learning",
  author = "Ziyu Wang and Nando de Freitas and Marc Lanctot",
  year = "2015",
  number = "arXiv:1511.06581",
  url = "http://arxiv.org/abs/1511.06581",
}

@techreport{10202,
  title = "Neural Programmer-Interpreters",
  author = "Scott Reed and Nando de Freitas",
  year = "2015",
  number = "arXiv:1511.06279",
  url = "http://arxiv.org/abs/1511.06279",
}

@article{ACL14VectorTutorial,
  title = "New Directions in Vector Space Models of Meaning",
  author = "Edward Grefenstette and Karl Moritz Hermann and Georgiana Dinu and Phil Blunsom",
  year = "2014",
  journal = "Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics",
  month = "June",
  url = "http://www.cs.ox.ac.uk/files/6605/aclVectorTutorial.pdf",
}

@article{GBFHSemPar2014,
  title = "A Deep Architecture for Semantic Parsing",
  author = "Edward Grefenstette and Phil Blunsom and Nando de Freitas and Karl Moritz Hermann",
  year = "2014",
  journal = "Proceedings of the ACL 2014 Workshop on Semantic Parsing",
  month = "June",
  url = "http://goo.gl/EV8xib",
}

@article{KalchbrennerACL2014,
  title = "A Convolutional Neural Network for Modelling Sentences",
  author = "Nal Kalchbrenner and Edward Grefenstette and Phil Blunsom",
  year = "2014",
  journal = "Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics",
  location = "Baltimore, USA",
  month = "June",
  url = "http://goo.gl/EsQCuC",
}

@inproceedings{Hermann:2014:ACLphil,
  title = "{Multilingual Models for Compositional Distributional Semantics}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2014",
  booktitle = "Proceedings of ACL",
  month = "jun",
  url = "http://arxiv.org/abs/1404.4641",
}

@inproceedings{Hermann:2014:ICLR,
  title = "{Multilingual Distributed Representations without Word Alignment}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2014",
  booktitle = "Proceedings of ICLR",
  month = "apr",
  url = "http://arxiv.org/abs/1312.6173",
}

@techreport{Denil:2014arxiv,
  title = "Modelling, Visualising and Summarising Documents with a Single Convolutional Neural Network",
  author = "Misha Denil and Alban Demiraj and Nal Kalchbrenner and Phil Blunsom and Nando de Freitas",
  year = "2014",
  institution = "University of Oxford",
  number = "arXiv:1406.3830",
  url = "http://arxiv.org/abs/1406.3830",
}

@article{HermannGrefenstetteBlunsom2013,
  title = ""Not not bad" is not "bad": A distributional account of negation",
  author = "Karl Moritz Hermann and Edward Grefenstette and Phil Blunsom",
  year = "2013",
  journal = "Proceedings of the 2013 Workshop on Continuous Vector Space Models and their Compositionality",
  month = "August",
  url = "http://arxiv.org/abs/1306.2158",
}

@inproceedings{hermann-blunsom:2013:ACL2013,
  title = "{The Role of Syntax in Vector Space Models of Compositional Semantics}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2013",
  address = "Sofia, Bulgaria",
  booktitle = "Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
  month = "August",
  pages = "894--904",
  publisher = "Association for Computational Linguistics",
  url = "http://www.karlmoritz.com/_media/hermannblunsom_acl2013.pdf",
}

@article{Hamze:2013,
  title = "Self-Avoiding Random Dynamics on Integer Complex Systems",
  author = "Hamze, Firas and Wang, Ziyu and de Freitas, Nando",
  year = "2013",
  address = "New York, NY, USA",
  journal = "ACM Transactions on Modelling and Computer Simulation",
  number = "1",
  pages = "9:1--9:25",
  publisher = "ACM",
  url = "https://github.com/ziyuw/AdaptSAW",
  volume = "23",
  doi = "10.1145/2414416.2414790",
}

@inproceedings{Denil:2013,
  title = "Predicting Parameters in Deep Learning",
  author = "Misha Denil and Babak Shakibi and Laurent Dinh and Marc'Aurelio Ranzato and Nando de Freitas",
  year = "2013",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  url = "http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2013_5025.pdf",
}

@article{Denil:2012,
  title = "Learning where to attend with deep architectures for image tracking",
  author = "Denil, Misha and Bazzani, Loris and Larochelle, Hugo and de Freitas, Nando",
  year = "2012",
  address = "Cambridge, MA, USA",
  journal = "Neural Computation",
  number = "8",
  pages = "2151--2184",
  publisher = "MIT Press",
  url = "http://www.lorisbazzani.info/code-datasets/rbm-tracking/",
  volume = "24",
  doi = "10.1162/NECO_a_00312",
}

@inproceedings{Knoll:2012,
  title = "A Machine Learning Perspective on Predictive Coding with {PAQ8}",
  author = "Byron Knoll and Nando de Freitas",
  year = "2012",
  booktitle = "Data Compression Conference (DCC)",
  issn = "1068-0314",
  pages = "377--386",
  url = "http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6189269",
  doi = "10.1109/DCC.2012.44",
}

@inproceedings{Bazzani:2011,
  title = "Learning attentional policies for tracking and recognition in video with deep networks",
  author = "Loris Bazzani and Nando Freitas and Hugo Larochelle and Vittorio Murino and Jo-Anne Ting",
  year = "2011",
  address = "New York, NY, USA",
  booktitle = "Proceedings of the 28th International Conference on Machine Learning (ICML-11)",
  editor = "Lise Getoor and Tobias Scheffer",
  isbn = "978-1-4503-0619-5",
  location = "Bellevue, Washington, USA",
  month = "June",
  pages = "937--944",
  publisher = "ACM",
  series = "ICML '11",
  url = "http://www.lorisbazzani.info/code-datasets/rbm-tracking/",
}

@inproceedings{Swersky:2011,
  title = "On Autoencoders and Score Matching for Energy Based Models",
  author = "Kevin Swersky and Marc'Aurelio Ranzato and David Buchman and Benjamin Marlin and Nando Freitas",
  year = "2011",
  address = "New York, NY, USA",
  booktitle = "Proceedings of the 28th International Conference on Machine Learning (ICML-11)",
  editor = "Lise Getoor and Tobias Scheffer",
  isbn = "978-1-4503-0619-5",
  location = "Bellevue, Washington, USA",
  month = "June",
  pages = "1201--1208",
  publisher = "ACM",
  series = "ICML '11",
  url = "http://mldiscuss.appspot.com/venue/ICML/2011/article/622/",
}

@inproceedings{Marlin:2011,
  title = "Asymptotic Efficiency of Deterministic Estimators for Discrete Energy-Based Models: Ratio Matching and Pseudolikelihood",
  author = "Benjamin Marlin and Nando de Freitas",
  year = "2011",
  address = "Corvallis, Oregon",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/displayArticleDetails.jsp?mmnu=2&smnu=2&article_id=2248&author_id=4",
}

@inproceedings{Denil:2011,
  title = "Toward the Implementation of a Quantum {RBM}",
  author = "Misha Denil and Nando de Freitas",
  year = "2011",
  booktitle = "NIPS 2011 Deep Learning and Unsupervised Feature Learning Workshop",
  url = "http://www.cs.ubc.ca/~nando/papers/quantumrbm.pdf",
}

@inproceedings{Swersky:2010b,
  title = "A tutorial on stochastic approximation algorithms for training Restricted {Boltzmann} Machines and Deep Belief Nets",
  author = "Swersky, Kevin and Bo Chen and Marlin, Ben and de Freitas, Nando",
  year = "2010",
  booktitle = "Information Theory and Applications Workshop (ITA)",
  pages = "1-10",
  url = "http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5454138",
  doi = "10.1109/ITA.2010.5454138",
}

@inproceedings{Chen:2010,
  title = "Deep Learning of Invariant Spatio-Temporal Features from Video",
  author = "Bo Chen and Jo-Anne Ting and Ben Marlin and Nando de Freitas",
  year = "2010",
  booktitle = "NIPS 2010 Deep Learning and Unsupervised Feature Learning Workshop",
  url = "http://www.cs.ubc.ca/~nando/papers/nipsworkshop2010.pdf",
}