biblio.bib

@Article{Backstrom.Nebel/1995,
  year =	 {1995},
  volume =	 {11},
  number =	 {4},
  pages =	 {625--655},
  author =	 {Christer B\"{A}ckstr\"{O}m and Bernhard Nebel},
  title =	 {{Complexity Results for SAS$^{+}$ Planning}},
  journal =	 {Computational Intelligence}
}

@Article{Culberson.Schaeffer/1998,
  title={{Pattern Databases}},
  author={Culberson, Joseph C. and Schaeffer, Jonathan},
  journal={Computational Intelligence},
  volume={14},
  number={3},
  pages={318--334},
  year={1998}
}

@Article{Doran.Michie/1966,
  author =	 "James E. Doran and Donald Michie",
  title =	 "{{Experiments with the Graph Traverser program}}",
  journal =	 "Proceedings of the Royal Society A",
  volume =	 "294",
  year =	 "1966",
  pages =	 "235--259"
}

@Article{Hart.etal/1968,
  author =	 "Peter E. Hart and Nils J. Nilsson and Bertram Raphael",
  title =	 "{{A Formal Basis for the Heuristic Determination of Minimum Cost Paths}}",
  journal =	 "IEEE Transactions on Systems Science and Cybernetics",
  year =	 "1968",
  volume =	 "4",
  number =	 "2",
  pages =	 "100--107"
}

@Article{Helmert/2006,
  author={Malte Helmert},
  title={{The Fast Downward Planning System}},
  journal={Journal of Artificial Intelligence Research},
  year={2006},
  volume={26},
  pages={191--246}
}

@Article{Helmert/2009,
  author = 	 {Malte Helmert},
  title = 	 {{Concise Finite-Domain Representations For {PDDL} Planning Tasks}},
  journal = 	 {Artificial Intelligence},
  year = 	 {2009},
  OPTkey = 	 {},
  volume =	 {173},
  number =	 {5-6},
  pages =	 {503--535},
  OPTmonth = 	 apr,
  OPTnote = 	 {},
  OPTannote = 	 {}
}

@InProceedings{Richter.Helmert/2009,
  title={{Preferred Operators and Deferred Evaluation in Satisficing Planning}},
  author={Richter, Silvia and Helmert, Malte},
  booktitle={International Conference on Automated Planning and Scheduling},
  volume={19},
  pages={273--280},
  year={2009},
  address={Thessaloniki, Greece},
  publisher={AAAI Press}
}

@Article{Hoffmann.Nebel/2001,
  author =       {J{\"o}rg Hoffmann and Bernhard Nebel},
  title =        {{The FF Planning System: Fast Plan Generation Through Heuristic Search}},
  journal =      {Journal of Artificial Intelligence Research},
  year =         {2001},
  volume =       {14},
  pages =        {253--302}
}

@InProceedings{Haslum.Geffner/2000,
  author =       "Patrik Haslum and H{\'e}ctor Geffner",
  title =        "{{Admissible Heuristics for Optimal Planning}}",
  pages =        "140--149",
  booktitle =     "International Conference on Artificial Intelligence Planning and Scheduling",
  year =         "2004"
}

@Article{Hoffmann.etal/2004,
  author =       "J{\"o}rg Hoffmann and Julie Porteous and Laura
                  Sebastia",
  title =        "{{Ordered Landmarks in Planning}}",
  journal =      "Journal of Artificial Intelligence Research",
  year =         "2004",
  volume =       "22",
  pages =        "215--278"
}

@InProceedings{Karpas.Domshlak/2009,
  author = 	 {Karpas, Erez and Domshlak, Carmel},
  title = 	 {{Cost-Optimal Planning with Landmarks}},
  OPTcrossref =  {},
  OPTkey = 	 {},
  booktitle =	 {International Joint Conference on Artificial Intelligence},
  year =	 {2009},
  OPTeditor = 	 {},
  OPTvolume = 	 {},
  OPTnumber = 	 {},
  OPTseries = 	 {},
  pages =	 {1728–1733},
  OPTmonth = 	 {},
  OPTaddress = 	 {},
  OPTorganization = {},
  OPTpublisher = {},
  OPTnote = 	 {},
  OPTannote = 	 {}
}

@InProceedings{Helmert.Domshlak/2009,
  title =	 {{Landmarks, Critical Paths and Abstractions: What's the Difference Anyway?}},
  author =	 {Helmert, Malte and Domshlak, Carmel},
  booktitle =	 {Proceedings of the 19th International Conference on Automated Planning and Scheduling},
  year =	 {2009},
  pages =	 {162–169},
  address={Thessaloniki, Greece},
  publisher={AAAI Press}
}

@InProceedings{Ferber.etal/2020a,
  author =	 {Patrick Ferber and Malte Helmert and Jorg Hoffmann},
  title =	 {{Neural Network Heuristics for Classical Planning: A Study of Hyperparameter Space}},
  year =	 {2020},
  booktitle =	 {European Conference on Artificial Intelligence},
  pages =	 {2346--2353},
  publisher={IOS Press},
  address={Santiago de Compostela, Spain}
}

@InProceedings{Shen.etal/2020,
  title     = {{Learning Domain-Independent Planning Heuristics with Hypergraph Networks}},
  author    = {William Shen and Felipe Trevizan and Sylvie Thi{\'{e}}baux},
  booktitle = {Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS)},
  volume    = {30},
  publisher = {AAAI Press},
  pages     = {574--584},
  year      = {2020}
}

@InProceedings{Ferber.etal/2022,
  author =	 {Patrick Ferber and Florian Geißer and Felipe Trevizan and Malte Helmert and Jorg Hoffmann},
  title =	 {{Neural Network Heuristic Functions for Classical Planning: Bootstrapping and Comparison to Other Methods}},
  year =	 {2022},
  booktitle =	 {International Conference on Automated Planning and Scheduling},
  publisher={AAAI Press}
}

@InProceedings{Ferber.etal/2020b,
  author =	 {Ferber, Patrick and Helmert, Malte and Hoffmann, Jorg},
  title =	 {{Reinforcement Learning for Planning Heuristics}},
  year =	 {2020},
  booktitle =	 {Proceedings of the 1st Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL)},
}

@Article{Sturtevant2019,
      title={{Exponential-Binary State-Space Search}}, 
      author={Nathan Sturtevant and Malte Helmert},
      year={2019},
      eprint={arXiv preprint arXiv:1906.02912},
}

@Article{Toyer.etal/2020,
  year =	 {2020},
  month =	 May,
  volume =	 {68},
  pages =	 {1--68},
  author =	 {Sam Toyer and Sylvie Thi{\'{e}}baux and Felipe Trevizan and Lexing Xie},
  title =	 {{ASNets: Deep Learning for Generalised Planning}},
  journal =	 {Journal of Artificial Intelligence Research}
}

@InProceedings{Toyer.etal/2018,
  author =	 {Toyer, Sam and Trevizan, Felipe and Thi{\'{e}}baux, Sylvie and Xie, Lexing},
  title =	 {{Action Schema Networks: Generalised Policies With Deep Learning}},
  booktitle =	 {Proceedings of the AAAI Conference on Artificial Intelligence},
  year =	 {2018},
  volume={32},
  number={1},
  publisher={AAAI Press},
  address={New Orleans, US}
}

@InProceedings{bonet-ijcai2013,
  author =	 "Blai Bonet",
  title =	 "{An Admissible Heuristic for {SAS$^{+}$} Planning Obtained from the State Equation}",
  pages =	 "2268--2274",
  booktitle =	 "International Joint Conference on Artificial Intelligence",
  year =	 "2013"
}

@InProceedings{Stahlberg.etal/2022,
  author =	 {St{\aa}hlberg, Simon and Bonet, Blai and Geffner, Hector},
  title =	 {{Learning General Optimal Policies with Graph Neural Networks: Expressive Power, Transparency, and Limits}},
  booktitle={Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS)},
  volume={32},
  pages={629--637},
  year={2022},
  publisher={AAAI Press},
  address={Singapore Management University, Singapore}
}

@InProceedings{Yu.etal/2020,
  author =	 {Yu, Liu and Kuroiwa, Ryo and Fukunaga, Alex},
  title =	 {{Learning Search-Space Specific Heuristics Using Neural Network}},
  year =	 {2020},
  booktitle =	 {ICAPS Workshop on Heuristics and Search for Domain-independent Planning},
  publisher={ICAPS}
}

@InProceedings{OToole/2022,
  title={{Sampling from Pre-Images to Learn Heuristic Functions for Classical Planning}},
  author={O'Toole, Stefan and Ramirez, Miquel and Lipovetzky, Nir and Pearce, Adrian R},
  booktitle={Symposium on Combinatorial Search},
  volume={15},
  pages={308--310},
  year={2022},
  address={Vienna, Austria},
  publisher={AAAI Press}
}

@InProceedings{Lipovetzky/2015,
  title={Classical Planning with Simulators: Results on the Atari Video Games},
  author={Lipovetzky, Nir and Ramirez, Miquel and Geffner, Hector},
  booktitle = {ICAPS Workshop on Heuristics and Search for Domain-independent Planning},
  publisher={ICAPS},
  year={2015},
  address={Jerusalem, Israel}
}

@Article{Arfaee.etal/2011,
  author = 	 {Shahab Jabbari Arfaee and Sandra Zilles and Robert C. Holte},
  title = 	 {{Learning Heuristic Functions for Large State Spaces}},
  journal = 	 {Artificial Intelligence},
  year = 	 {2011},
  volume =	 {175},
  number =	 {16-17},
  pages =	 {2075--2098}
}

@Article{Fikes.Nilsson/1971,
  title =	 {{STRIPS: A New Approach to the Application of Theorem Proving to Problem Solving}},
  author =	 {Fikes, Richard E and Nilsson, Nils J},
  journal =	 {Artificial Intelligence},
  volume =	 {2},
  number =	 {3-4},
  pages =	 {189--208},
  year =	 {1971},
  publisher =	 {Elsevier},
  OPTkey =	 {},
  OPTnote =	 {},
  OPTannote =	 {},
}

@Article{Ghallab.etal/1998,
  title={{PDDL -- The Planning Domain Definition Language}},
  author={Ghallab, Malik and Howe, Adele and Knoblock, Craig and McDermott, Drew and Ram, Ashwin and Veloso, Manuela and Weld, Daniel and Wilkins, David},
  year={1998},
  publisher={Technical Report CVC TR-98-003/DCS TR-1165}
}

@InProceedings{He.etal/2016,
  title =	 {{Deep Residual Learning for Image Recognition}},
  author =	 {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
  booktitle =	 {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2016},
  volume={},
  number={},
  pages={770-778},
  doi={10.1109/CVPR.2016.90},
  publisher={IEEE}
}

@InProceedings{He.etal/2015,
  author = 	 {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
  title = 	 {{Delving Deep into Rectifiers: Surpassing Human-Level Performance on {ImageNet} Classification}},
  booktitle =	 {International Conference on Computer Vision (ICCV)},
  year =	 {2015},
  volume={},
  number={},
  pages={1026-1034},
  doi={10.1109/ICCV.2015.123},
  publisher={IEEE}

}

@InProceedings{Kingma.Ba/2015,
  author = 	 {Kingma, D. and Ba, J.},
  title = 	 {{Adam: A Method for Stochastic Optimization}},
  booktitle =	 {International Conference on Learning Representations},
  year =	 {2015},
}

@Article{Paszke/2019,
  title =	 {{PyTorch: An Imperative Style, High-Performance Deep Learning Library}},
  author =	 {Adam Paszke and Sam Gross and Francisco Massa and Adam Lerer and James Bradbury and Gregory Chanan and Trevor Killeen and Zeming Lin and Natalia Gimelshein and Luca Antiga and Alban Desmaison and Andreas K\"{O}pf and Edward Yang and Zach DeVito and Martin Raison and Alykhan Tejani and Sasank Chilamkurthy and Benoit Steiner and Lu Fang and Junjie Bai and Soumith Chintala},
  journal =	 {Advances In Neural Information Processing Systems},
  volume =	 {32},
  year =	 {2019}
}

% I don't know if it's exactly like that, but the result is the same as the refs to arxiv in the previous neurips papers.
@Article{Bettker.etal/2022,
  title={{Understanding Sample Generation Strategies for Learning Heuristic Functions in Classical Planning}}, 
  author={Rafael V. Bettker and Pedro P. Minini and André G. Pereira and Marcus Ritt},
  year={2022},
  journal={arXiv preprint arXiv:2211.13316},
}

@InProceedings{Alcazar.etal/2013,
  author = 	 {Alcazar, Vidal and Borrajo, Daniel and Fernandez, Susana and Fuentetaja, Raquel},
  title = 	 {{Revisiting Regression in Planning.}},
  OPTbooktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence},
  year =	 {2013},
  editor =	 {Rossi, Francesca},
  pages =	 {2254-2260},
  address={Beijing, China},
  publisher={AAAI Press}
}


@Article{Seipp-fast.etal/2018,
  title={{Fast Downward Stone Soup 2018}},
  author={Seipp, Jendrik and R{\"o}ger, Gabriele},
  journal={International Planning Competition},
  pages={72--74},
  year={2018}
}

@Article{Richter.lama.etal/2010,
  title={{The LAMA Planner: Guiding Cost-Based Anytime Planning with Landmarks}},
  author={Richter, Silvia and Westphal, Matthias},
  journal={Journal of Artificial Intelligence Research},
  volume={39},
  pages={127--177},
  year={2010}
}


@Article{Richter.lama.etal/2011,
  title={{LAMA 2008 and 2011}},
  author={Richter, Silvia and Westphal, Matthias and Helmert, Malte},
  journal={International Planning Competition},
  pages={117--124},
  year={2011}
}

@Article{Sutton.etal/1999,
  title={{Between MDPs and Semi-MDPs: A Framework for Temporal Abstraction in Reinforcement Learning}},
  author={Sutton, Richard S and Precup, Doina and Singh, Satinder},
  journal={Artificial intelligence},
  volume={112},
  number={1-2},
  pages={181--211},
  year={1999},
  publisher={Elsevier}
}

@Book{Lipovetsky/2014,
  title={{Structure and inference in Classical Planning}},
  author={Lipovetzky, Nir},
  year={2014},
  publisher={Lulu. com}
}

@Book{Goodfellow.etal/2016,
  Title                    = {{Deep Learning}},
  Author                   = {Ian J. Goodfellow and Yoshua Bengio and Aaron Courville},
  Publisher                = {MIT Press},
  Year                     = {2016},
  Address                  = {Cambridge, MA, USA},
  Note                     = {\url{http://www.deeplearningbook.org}}
}

@Article{Bengio.etal/1994,
  title={{Learning Long-Term Dependencies with Gradient Descent is Difficult}},
  author={Bengio, Yoshua and Simard, Patrice and Frasconi, Paolo},
  journal={IEEE transactions on neural networks},
  volume={5},
  number={2},
  pages={157--166},
  year={1994},
  publisher={IEEE}
}

@Article{Bylander/1994,
  title={{The Computational Complexity of Propositional STRIPS Planning}},
  author={Bylander, Tom},
  journal={Artificial Intelligence},
  volume={69},
  number={1-2},
  pages={165--204},
  year={1994},
  publisher={Elsevier}
}

@Article{Blum.etal/1997,
  title={{Fast Planning Through Planning Graph Analysis}},
  author={Blum, Avrim L and Furst, Merrick L},
  journal={Artificial intelligence},
  volume={90},
  number={1-2},
  pages={281--300},
  year={1997},
  publisher={Elsevier}
}

@InProceedings{Holte/2010,
  author = 	 {Robert C. Holte},
  title = 	 {{Common Misconceptions Concerning Heuristic Search}},
  booktitle={Proceedings of the International Symposium on Combinatorial Search},
  volume={1},
  number={1},
  pages={46--51},
  year={2010},
  address={Atlanta, US},
  publisher={AAAI Press}
}

@Article{Tsoumakas.etal/2007,
  title={{Multi-Label Classification: An Overview}},
  author={Tsoumakas, Grigorios and Katakis, Ioannis},
  journal={International Journal of Data Warehousing and Mining (IJDWM)},
  volume={3},
  number={3},
  pages={1--13},
  year={2007},
  publisher={IGI Global}
}

@Article{Lu.etal/2020,
  author = 	 {Lu Lu and Yeonjong Shin and Yanhui Su and George Em Karniadakis},
  title = 	 {{Dying {ReLU} and Initialization: Theory and Numerical Examples}},
  journal = 	 {Communications in Computational Physics},
  year = 	 {2020},
  OPTkey = 	 {},
  volume =	 {28},
  number =	 {5},
  pages =	 {1671--1706},
  month =	 jun,
  OPTnote = 	 {},
  OPTannote = 	 {}
}

@Misc{Wickler.etal/2015,
  title         = {{AI Planning Course}},
  author        = {Gerhard Wickler and Austin Tate},
  year          = {2013},
  publisher = {University of Edinburgh},
  Note = {\url{https://www.aiai.ed.ac.uk/project/plan/ooc/credits.html}}
}

@Article{Hochreiter/1991,
  title={{Untersuchungen zu dynamischen neuronalen Netzen}},
  author={Hochreiter, Sepp},
  journal={Diploma, Technische Universit{\"a}t M{\"u}nchen},
  volume={91},
  number={1},
  year={1991}
}

@InProceedings{Correa.etal/2022,
  title={{The FF Heuristic for Lifted Classical Planning}},
  author={Corr{\^e}a, Augusto B and Pommerening, Florian and Helmert, Malte and Frances, Guillem},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={36},
  number={9},
  pages={9716--9723},
  year={2022},
  publisher={AAAI Press}
}