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	author    = {Marco Zaffalon and
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@incollection{NeSyChapter,
author = {Adnan Darwiche},
title = {Tractable {B}oolean and Arithmetic Circuits},
  editor  = "Pascal Hitzler and Md Kamruzzaman Sarker",
  booktitle     = "Neuro-Symbolic Artificial Intelligence: The State of the Art",
  publisher = "IOS Press",
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  volume = "342",
  year      = 2021,
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}


@article{TensorOrder,
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@inproceedings{SSArch,
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@article{RinaTimeSpace,
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@TECHREPORT{jointreeCONST,
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@article{DarwicheRC,
  author    = {Adnan Darwiche},
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  pages     = {5--41},
  year      = {2001}
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@article{ChaviraDJ06,
  author    = {Mark Chavira and
               Adnan Darwiche and
               Manfred Jaeger},
  title     = {Compiling relational Bayesian networks for exact inference},
  journal   = {Int. J. Approx. Reasoning},
  volume    = {42},
  number    = {1-2},
  pages     = {4--20},
  year      = {2006}
}

@INPROCEEDINGS{Jensen90,
AUTHOR = "Frank Jensen and S. Anderson",
TITLE = "Approximations in Bayesian Belief Universe for Knowledge Based Systems",
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PUBLISHER = "AUAI Press",
ADDRESS = "Corvallis, Oregon",
YEAR = "1990",
PAGES = "162--169"
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@inproceedings{DBLP:conf/uai/Shenoy96,
  author    = {Prakash P. Shenoy},
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@article{JT_ALG,
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@article{TBN19,
author = {Arthur Choi and Ruocheng Wang and Adnan Darwiche},
title = {On the Relative Expressiveness of Bayesian and Neural Networks},
journal = {International Journal of Approximate Reasoning},
volume = {113},
year = {2019},
pages = {303-323},
}

@inproceedings{pgm/ChenCD20,
  author    = {Yizuo Chen and
               Arthur Choi and
               Adnan Darwiche},
  title     = {Supervised Learning with Background Knowledge},
  booktitle = {{PGM}},
  series    = {Proceedings of Machine Learning Research},
  volume    = {138},
  pages     = {89--100},
  publisher = {{PMLR}},
  year      = {2020}
}

@inproceedings{DBLP:conf/pgm/ChoiD18,
  author    = {Arthur Choi and
               Adnan Darwiche},
  title     = {On the Relative Expressiveness of Bayesian and Neural Networks},
  booktitle = {{PGM}},
  series    = {Proceedings of Machine Learning Research},
  volume    = {72},
  pages     = {157--168},
  publisher = {{PMLR}},
  year      = {2018}
}

@inproceedings{DBLP:conf/icml/ShenHCD19,
  author    = {Yujia Shen and
               Haiying Huang and
               Arthur Choi and
               Adnan Darwiche},
  title     = {Conditional Independence in Testing Bayesian Networks},
  booktitle = {{ICML}},
  series    = {Proceedings of Machine Learning Research},
  volume    = {97},
  pages     = {5701--5709},
  publisher = {{PMLR}},
  year      = {2019}
}


@inproceedings{ShenChoiDarwiche18,
author = {Yujia Shen and Arthur Choi and Adnan Darwiche},
title = {Conditional {PSDD}s: Modeling and Learning with Modular Knowledge},
booktitle = {Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI)},
year = {2018}
}

@article{darwicheCACM18,
author = {Adnan Darwiche},
title = {Human-Level Intelligence or Animal-Like Abilities?},
journal = {Communications of the ACM (CACM)},
volume = {61},
number = {10},
month = {October},
year = {2018},
pages = {56-67},
}

Article{darwicheCACM18,
author = "Adnan Darwiche",
title = "Human-Level Intelligence or Animal-Like Abilities?",
journal = "Communications of the ACM",
note = "To appear (\url{http://arxiv.org/abs/1707.04327})",
year = "2018"
}

@Article{darwicheJAIR2002,
author = "Adnan Darwiche and Pierre Marquis",
title = "A knowledge compilation map",
journal = "Journal of Artificial Intelligence Research",
volume = "17",
pages = "229--264",
year = "2002"
}

inproceedings{ChoiDarwiche17,
author = {Arthur Choi and Adnan Darwiche},
title = {On Relaxing Determinism in Arithmetic Circuits},
booktitle = {Proceedings of the Thirty-Fourth International Conference on Machine Learning (ICML)},
year = {2017},
pages = {825--833}
}

inproceedings{Bova16,
  author    = {Simone Bova},
  title     = {{SDD}s Are Exponentially More Succinct than {OBDD}s},
  booktitle = {Proceedings of the Thirtieth {AAAI} Conference on Artificial Intelligence},
  pages     = {929--935},
  year      = {2016},
}

@inproceedings{Bova16,
  author    = {Simone Bova},
  title     = {{SDD}s Are Exponentially More Succinct than {OBDD}s},
  booktitle = {AAAI},
  pages     = {929--935},
  year      = {2016},
}

@book{MurphyBook,
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@book{BarberBook,
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	Year = 2012}

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  author    = {Manfred Jaeger},
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inproceedings{OztokCD16,
author = {Umut Oztok and Arthur Choi and Adnan Darwiche},
title = {Solving ${PP}^{PP}$-Complete Problems Using Knowledge Compilation},
booktitle = {Proceedings of the 15th International Conference on Principles of Knowledge Representation and Reasoning (KR)},
year = {2016},
pages = {94--103},
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@inproceedings{OztokCD16,
author = {Umut Oztok and Arthur Choi and Adnan Darwiche},
title = {Solving ${PP}^{PP}$-Complete Problems Using Knowledge Compilation},
booktitle = {KR},
year = {2016},
pages = {94--103},
}

@inproceedings{ChouSRG16,
  author    = {Li Chou and
               Somdeb Sarkhel and
               Nicholas Ruozzi and
               Vibhav Gogate},
  title     = {On Parameter Tying by Quantization},
  booktitle = {AAAI},
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  year      = {2016},
}

@inproceedings{NishinoYMN17a,
  author    = {Masaaki Nishino and
               Norihito Yasuda and
               Shin{-}ichi Minato and
               Masaaki Nagata},
  title     = {Compiling Graph Substructures into Sentential Decision Diagrams},
  booktitle = {AAAI},
  pages     = {1213--1221},
  year      = {2017},
}

inproceedings{ChoiSD17,
author = {Arthur Choi and Yujia Shen and Adnan Darwiche},
title = {Tractability in Structured Probability Spaces},
booktitle = {Advances in Neural Information Processing Systems 30 (NIPS)},
year = {2017},
}

@inproceedings{ChoiSD17,
author = {Arthur Choi and Yujia Shen and Adnan Darwiche},
title = {Tractability in Structured Probability Spaces},
booktitle = {NIPS},
year = {2017},
}

@book{KleinbergTardos,
  author    = {Jon M. Kleinberg and {\'{E}}va Tardos},
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@article{Kimmig12,
  author    = {Angelika Kimmig and
               Guy {Van den Broeck} and
               Luc {De Raedt}},
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@article{KimmigJAL16,
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@article{MauaC17,
  author    = {Denis Deratani Mau{\'{a}} and
               Cassio Polpo de Campos},
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  year      = {2017},
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@inproceedings{FriesenD16,
  author    = {Abram L. Friesen and Pedro M. Domingos},
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  year      = {2016},
}

@inproceedings{ShenCD16,
author = {Yujia Shen and Arthur Choi and Adnan Darwiche},
title = {Tractable Operations for Arithmetic Circuits of Probabilistic Models},
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year = {2016},
}

@inproceedings{PeharzTPD15,
  author    = {Robert Peharz and
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  year      = {2015},
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@inproceedings{DennisV15,
  author    = {Aaron W. Dennis and Dan Ventura},
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  pages     = {932--938},
  year      = {2015},
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@article{ParkD04,
  author    = {James D. Park and
               Adnan Darwiche},
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% corrects smoothness, MPE and EM
@phdthesis{PeharzThesis,
  author={Robert Peharz},
  title={Foundations of Sum-Product Networks for Probabilistic Modeling},
  year={2015},
  school={Graz University of Technology}
}

% corrects EM?
@inproceedings{ZhaoPG16,
  author    = {Han Zhao and Pascal Poupart and Geoffrey J. Gordon},
  title     = {A Unified Approach for Learning the Parameters of Sum-Product Networks},
  booktitle = {Advances in Neural Information Processing Systems 29 ({NIPS})},
  pages     = {433--441},
  year      = {2016},
}


% this papers corrects smoothness, MPE and EM
@article{Peharz16,
        author = {Robert Peharz and Robert Gens and 
                  Franz Pernkopf and Pedro Domingos},
        title = {On the Latent Variable Interpretation in Sum-Product Networks},
        journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
        year = {2016},
}

@inproceedings{Campos11,
  author    = {Cassio Polpo de Campos},
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  pages     = {2100--2106},
  year      = {2011},
}

@inproceedings{BovaCMS16,
  author    = {Simone Bova and
               Florent Capelli and
               Stefan Mengel and
               Friedrich Slivovsky},
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  booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
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  year      = {2016},
}

@inproceedings{milch2005blog,
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@inproceedings{XueChoiDarwiche12,
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@inproceedings{ChoiVdBD15,
  author    = {Arthur Choi and Guy {Van den Broeck} and Adnan Darwiche},
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  note      = {Under review}
}


@inproceedings{xue12,
  author    = {Yexiang Xue and Arthur Choi and Adnan Darwiche},
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@inproceedings{Darwiche11,
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@Article{darwicheJAIR02,
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year = "2002"
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@inproceedings{ChoiDarwiche13,
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@article{doignon2004repeated,
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@article{liu2009learning,
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@article{murphy2003mixtures,
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journal = {The American Statistician},
volume = {68},
number = {1},
pages = {8-13},
year  = {2014},
publisher = {Taylor & Francis},
doi = {10.1080/00031305.2014.876829},
eprint = { 
        https://doi.org/10.1080/00031305.2014.876829
}
}

@InCollection{Malinas16,
	author       =	{Malinas, Gary and Bigelow, John},
	title        =	{Simpson's Paradox},
	booktitle    =	{The Stanford Encyclopedia of Philosophy},
	editor       =	{Edward N. Zalta},
	howpublished =	{\url{https://plato.stanford.edu/archives/fall2016/entries/paradox-simpson/}},
	year         =	{2016},
	edition      =	{Fall 2016},
	publisher    =	{Metaphysics Research Lab, Stanford University}
}
