@article{harootonian2026mentalizing,
  title = {Mentalizing and Heuristics as Distinct Cognitive Strategies in Human Teaching},
  author = {Harootonian, Sevan and Griffiths, Thomas L. and Niv, Yael and Ho, Mark K.},
  year = 2026,
  month = aug,
  journal = {Nature Human Behaviour},
  doi = {10.1038/s41562-026-02540-2}
}

@article{abel2026syntax,
  title = {The Syntax and Semantics of Goals},
  author = {Abel, David and Ho, Mark K.},
  year = 2026,
  journal = {Topics in Cognitive Science},
  pages = {e70082},
  doi = {10.1111/tops.70082}
}

@article{dubey2026aha,
  title = {Aha! Moments Correspond to Metacognitive Prediction Errors},
  author = {Dubey, Rachit and Ho, Mark K. and Mehta, Hermish and Griffiths, Tom},
  year = 2026,
  month = sep,
  journal = {Cognition},
  volume = {274},
  pages = {106537},
  doi = {10.1016/j.cognition.2026.106537}
}

@unpublished{kuperwajs0000heuristics,
  title = {Heuristics for Meta-Planning from a Normative Model of Information Search},
  author = {Kuperwajs, Ionatan and Ho, Mark K. and Ma, Wei Ji},
  year = {0000},
  note = {Under review}
}

@inproceedings{btesh2026lets,
  title = {Let's Be Friends! {{People}} Work Together Even When There Is No Incentive to Do So},
  booktitle = {Proceedings of the 48th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Btesh, Victor and Ho, Mark K.},
  year = 2026,
  doi = {10.31234/osf.io/kg8de_v1}
}

@inproceedings{malaviya2026optimal,
  title = {Optimal and Heuristic Teaching in Vast Concept Spaces},
  booktitle = {Proceedings of the 48th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Malaviya, Maya and Ho, Mark K.},
  year = 2026
}

@inproceedings{malaviya2026thinking,
  title = {Thinking Time Increases Perceived Trustworthiness of Human but Not {{AI}} Advice},
  booktitle = {Proceedings of the 48th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Malaviya, Maya and Srinivasan, Divya and Collins, Katherine M. and Sucholutsky, Ilia and Ho, Mark K.},
  year = 2026
}

@inproceedings{cao2026abstraction,
  title = {Abstraction {{Modulates Judgments}} of {{Intentional Action}}},
  booktitle = {Proceedings of the 48th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Cao, Angela and Ho, Mark K. and Rehder, Robert},
  year = 2026
}

@inproceedings{yang2026spontaneous,
  title = {Spontaneous Meta-Learning of Efficient Problem-Solving Algorithms},
  booktitle = {Proceedings of the 48th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Yang, Huiwen Alex and Ho, Mark K. and Thompson, Bill D.},
  year = 2026
}

@unpublished{banerjee0000inferring,
  title = {Inferring {{Cognitive Profiles}} with {{Cognition-Conditioned Deep Inverse Planning}}},
  author = {Banerjee, Sounak and Gopinath, Deepak Edakkattil and Yang, Bonnie and Sumner, Emily and Rosman, Guy and Vinitsky, Eugene and Ho, Mark K.},
  year = {0000},
  note = {Under review}
}

@unpublished{yang0000hypothesisguided,
  title = {Hypothesis-Guided Discovery of Cognitive Algorithms via Program Refinement},
  author = {Yang, Huiwen Alex and Ho, Mark K. and Thompson, Bill D.},
  year = {0000},
  note = {Under review}
}

@inproceedings{harootonian2026large,
  title = {Do {{Large Language Models Mentalize When They Teach}}?},
  booktitle = {{{ICLR}} 2026 {{Workshop}} - {{From Human Cognition}} to {{AI Reasoning}}: {{Models}}, {{Methods}}, and {{Applications}}},
  author = {Harootonian, Sevan K. and Ho, Mark K. and Griffiths, Thomas L. and Niv, Yael and Sucholutsky, Ilia},
  year = 2026,
  doi = {10.48550/arXiv.2604.01594}
}

@inproceedings{li2026why,
  title = {Why {{LLMs Choose Bad Plans}}: {{Miscalibrated Capability Beliefs}} and {{Their Cost}} for {{Planning}}},
  booktitle = {{{COLM}} 2026 {{Workshop}} on {{Agent Behavior}}},
  author = {Li, Jing and Robinson, Sasha and Gruver, Nate and Allen, Kelsey R. and Radulescu, Angela and Ho, Mark K. and Sucholutsky, Ilia},
  year = 2026
}

@article{wu2025adaptive,
  title = {Adaptive Mechanisms of Social and Asocial Learning in Immersive Collective Foraging},
  author = {Wu, Charley M and Deffner, Dominik and Kahl, Benjamin and Meder, Bj{\"o}rn and Ho, Mark K. and Kurvers, Ralf HJM},
  year = 2025,
  month = apr,
  journal = {Nature Communications},
  volume = {16},
  pages = {3539},
  publisher = {Nature Publishing Group UK London},
  doi = {10.1038/s41467-025-58365-6}
}

@article{schulze2025timeline,
  title = {A Timeline of Cognitive Costs in Decision-Making},
  author = {Schulze, Christin and Aka, Ada and Bartels, Daniel M and Bucher, Stefan F and Embrey, Jake R and Gureckis, Todd M and H{\"a}ubl, Gerald and Ho, Mark K. and Krajbich, Ian and Moore, Alexander K and Oettingen, Gabriele and Ongchoco, Joan D.K. and Oprea, Ryan and Reinholtz, Nicholas and Newell, Ben R.},
  year = 2025,
  month = sep,
  journal = {Trends in Cognitive Sciences},
  volume = {29},
  number = {9},
  pages = {827--839},
  publisher = {Elsevier},
  doi = {10.1016/j.tics.2025.04.004}
}

@article{correa2025exploring,
  title = {Exploring the Hierarchical Structure of Human Plans via Program Generation},
  author = {Correa, Carlos G. and Sanborn, Sophia and Ho, Mark K. and Callaway, Frederick and Daw, Nathaniel D. and Griffiths, Thomas L.},
  year = 2025,
  month = feb,
  journal = {Cognition},
  volume = {255},
  pages = {105990},
  doi = {10.1016/j.cognition.2024.105990}
}

@inproceedings{banerjee2025estimating,
  title = {Estimating Cognitive Biases with Attention-Aware Inverse Planning},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Banerjee, Sounak and Cornelisse, Daphne and Gopinath, Deepak and Sumner, Emily and DeCastro, Jonathan and Rosman, Guy and Vinitsky, Eugene and Ho, Mark K.},
  year = 2025,
  volume = {38},
  publisher = {Curran Associates, Inc.},
  doi = {10.52202/085713-0489}
}

@inproceedings{zhang2025learning,
  title = {Learning about {{Inductive Potential}} from {{Generic Statements}}},
  booktitle = {Proceedings of the 47th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Zhang, Marianna Y. and Leslie, Sarah-Jane and Rhodes, Marjorie and Ho, Mark K.},
  year = 2025
}

@inproceedings{su2025integration,
  title = {Integration of {{Language}} and {{Experience}} via the {{Instructed Bandit Task}}},
  booktitle = {Proceedings of the 47th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Su, Ellen and Ho, Mark K. and Gureckis, Todd M},
  year = 2025
}

@inproceedings{sucholutsky2025representational,
  title = {Representational {{Alignment Supports Effective Teaching}}},
  booktitle = {Proceedings of the {{Innovation}} and {{Responsibility}} in {{AI-Supported Education Workshop}}},
  author = {Sucholutsky, Ilia and Collins, Katherine M. and Malaviya, Maya and Jacoby, Nori and Liu, Weiyang and Sumers, Theodore R. and Korakakis, Michalis and Bhatt, Umang and Ho, Mark K. and Tenenbaum, Joshua B. and Pardos, Zachary A. and Weller, Adrian and Griffiths, Thomas L.},
  year = 2025,
  month = mar,
  volume = {273},
  pages = {146--173},
  publisher = {PMLR},
  address = {Philadelphia, Pennsylvania},
  doi = {10.48550/arXiv.2406.04302}
}

@article{arumugam2024bayesian,
  title = {Bayesian Reinforcement Learning with Limited Cognitive Load},
  author = {Arumugam, Dilip and Ho, Mark K. and Goodman, Noah D. and Van Roy, Benjamin},
  year = 2024,
  journal = {Open Mind},
  volume = {8},
  pages = {395--438},
  doi = {10.1162/opmi_a_00132}
}

@article{collins2024building,
  title = {Building {{Machines}} That {{Learn}} and {{Think}} with {{People}}},
  author = {Collins, Katherine M. and Sucholutsky, Ilia and Bhatt, Umang and Chandra, Kartik and Wong, Lionel and Lee, Mina and Zhang, Cedegao E. and {Zhi-Xuan}, Tan and Ho, Mark K. and Mansinghka, Vikash and Weller, Adrian and Tenenbaum, Joshua B. and Griffiths, Thomas L.},
  year = 2024,
  month = oct,
  journal = {Nature Human Behaviour},
  volume = {8},
  number = {10},
  pages = {1851--1863},
  doi = {10.1038/s41562-024-01991-9}
}

@article{allen2024using,
  title = {Using Games to Understand the Mind},
  author = {Allen, Kelsey and Br{\"a}ndle, Franziska and Botvinick, Matthew and Fan, Judith E. and Gershman, Samuel J. and Gopnik, Alison and Griffiths, Thomas L. and Hartshorne, Joshua K. and Hauser, Tobias U. and Ho, Mark K. and {de Leeuw}, Joshua R. and Ma, Wei Ji and Murayama, Kou and Nelson, Jonathan D. and {van Opheusden}, Bas and Pouncy, Thomas and Rafner, Janet and Rahwan, Iyad and Rutledge, Robb B. and Sherson, Jacob and {\c S}im{\c s}ek, {\"O}zg{\"u}r and Spiers, Hugo and Summerfield, Christopher and Thalmann, Mirko and V{\'e}lez, Natalia and Watrous, Andrew J. and Tenenbaum, Joshua B. and Schulz, Eric},
  year = 2024,
  month = jun,
  journal = {Nature Human Behaviour},
  volume = {8},
  number = {6},
  pages = {1035--1043},
  doi = {10.1038/s41562-024-01878-9}
}

@article{sumers2023reconciling,
  title = {Reconciling Truthfulness and Relevance as Epistemic and Decision-Theoretic Utility},
  author = {Sumers, Theodore and Ho, Mark K. and Griffiths, Thomas L. and Hawkins, Robert},
  year = 2024,
  journal = {Psychological Review},
  volume = {131},
  number = {1},
  pages = {194--230},
  publisher = {PsyArXiv},
  doi = {10.1037/rev0000437}
}

@inproceedings{pennisi2024investigating,
  title = {Investigating {{Flexible Role Binding}} in {{AI Agents}}},
  booktitle = {Proceedings of the 46th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Pennisi, Brian and Budiono, Rheza and Gureckis, Todd M and Ho, Mark K.},
  year = 2024
}

@inproceedings{abel2024three,
  title = {Three {{Dogmas}} of {{Reinforcement Learning}}},
  booktitle = {Proceedings of the {{Reinforcement Learning Conference}}},
  author = {Abel, David and Ho, Mark K. and Harutyunyan, Anna},
  year = 2024,
  volume = {2},
  pages = {629--644},
  doi = {10.48550/arXiv.2407.10583}
}

@inproceedings{rane2024concept,
  title = {Concept {{Alignment}} as a {{Prerequisite}} for {{Value Alignment}}},
  booktitle = {Proceedings of the 46th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Rane, Sunayana and Ho, Mark K. and Sucholutsky, Ilia and Griffiths, Thomas L.},
  year = 2024,
  doi = {10.48550/arXiv.2310.20059}
}

@incollection{chater2024chapter,
  title = {From Probabilities to Actions},
  booktitle = {Bayesian {{Models}} of {{Cognition}}: {{Reverse Engineering}} the {{Mind}}},
  author = {Chater, Nick and Griffiths, Thomas L. and Ho, Mark K.},
  editor = {Griffiths, Thomas L. and Chater, Nick and Tenenbaum, Joshua},
  year = 2024,
  pages = {189--230},
  publisher = {MIT Press},
  address = {Cambridge},
  doi = {10.7551/mitpress/8765.003.0010}
}

@article{ho2023rational,
  title = {Rational {{Simplification}} and {{Rigidity}} in {{Human Planning}}},
  author = {Ho, Mark K. and Cohen, Jonathan D. and Griffiths, Thomas L.},
  year = 2023,
  month = nov,
  journal = {Psychological Science},
  volume = {34},
  number = {11},
  pages = {1281--1292},
  doi = {10.1177/09567976231200547}
}

@article{sumers2023show,
  title = {Show or Tell? {{Exploring}} When (and Why) Teaching with Language Outperforms Demonstration},
  author = {Sumers, Theodore R. and Ho, Mark K. and Hawkins, R D and Griffiths, Thomas L.},
  year = 2023,
  month = mar,
  journal = {Cognition},
  volume = {232},
  pages = {105326},
  doi = {10.1016/j.cognition.2022.105326}
}

@article{correa2023humans,
  title = {Humans Decompose Tasks by Trading off Utility and Computational Cost},
  author = {Correa, Carlos G. and Ho, Mark K. and Callaway, Frederick and Daw, Nathaniel D. and Griffiths, Thomas L.},
  year = 2023,
  month = jun,
  journal = {PLOS Computational Biology},
  volume = {19},
  number = {6},
  pages = {e1011087},
  doi = {10.1371/journal.pcbi.1011087}
}

@inproceedings{peng2023diagnosis,
  title = {Diagnosis, Feedback, Adaptation: {{A}} Human-in-the-Loop Framework for Test-Time Policy Adaptation},
  booktitle = {Proceedings of the 40th {{International Conference}} on {{Machine Learning}}},
  author = {Peng, Andi and Netanyahu, Aviv and Ho, Mark K. and Shu, Tianmin and Bobu, Andreea and Shah, Julie and Agrawal, Pulkit},
  year = 2023,
  volume = {202},
  pages = {27630--27641},
  publisher = {PMLR},
  doi = {10.48550/arXiv.2307.06333}
}

@article{ho2022people,
  title = {People Construct Simplified Mental Representations to Plan},
  author = {Ho, Mark K. and Abel, David and Correa, Carlos G. and Littman, Michael L. and Cohen, Jonathan D. and Griffiths, Thomas L.},
  year = 2022,
  month = may,
  journal = {Nature},
  volume = {606},
  number = {7912},
  pages = {129--136},
  doi = {10.1038/s41586-022-04743-9}
}

@article{ho2022planning,
  title = {Planning with {{Theory}} of {{Mind}}},
  author = {Ho, Mark K. and Saxe, Rebecca and Cushman, Fiery},
  year = 2022,
  month = nov,
  journal = {Trends in Cognitive Sciences},
  volume = {26},
  number = {11},
  pages = {959--971},
  doi = {10.1016/j.tics.2022.08.003}
}

@article{ho2022cognitive,
  title = {Cognitive Science as a Source of Forward and Inverse Models of Human Decisions for Robotics and Control},
  author = {Ho, Mark K. and Griffiths, Thomas L.},
  year = 2022,
  month = may,
  journal = {Annual review of Control, Robotics, and Autonomous Systems},
  volume = {5},
  pages = {33--53},
  doi = {10.1146/annurev-control-042920-015547}
}

@inproceedings{sumers2022how,
  title = {How to Talk so {{AI}} Will Learn: {{Instructions}}, Descriptions, and Autonomy},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Sumers, Theodore R and Hawkins, Robert D and Ho, Mark K. and Griffiths, Thomas L. and {Hadfield-Menell}, Dylan},
  year = 2022,
  volume = {35},
  pages = {34762--34775},
  publisher = {Curran Associates, Inc.},
  doi = {10.52202/068431-2519}
}

@inproceedings{arumugam2022ratedistortion,
  title = {On Rate-Distortion Theory in Capacity-Limited Cognition and Reinforcement Learning},
  booktitle = {{{NeurIPS}} Workshop on Information-Theoretic Principles in Cognitive Systems (Infocog)},
  author = {Arumugam, Dilip and Ho, Mark K. and Goodman, Noah D. and Van Roy, Benjamin},
  year = 2022,
  doi = {10.48550/arXiv.2210.16877}
}

@inproceedings{abel2022expressing,
  title = {Expressing Non-Markov Reward to a Markov Agent},
  booktitle = {Proceedings of the Conference on Reinforcement Learning and Decision Making},
  author = {Abel, D. and Barreto, A. and Bowling, M. and Dabney, W. and Hansen, S. and Harutyunyan, A. and Ho, Mark K. and Kumar, R. and Littman, M. L. and Precup, D. and Singh, S.},
  year = 2022
}

@article{ho2021communication,
  title = {Communication in Action: {{Planning}} and Interpreting Communicative Demonstrations},
  author = {Ho, Mark K. and Cushman, Fiery and Littman, Michael L and Austerweil, Joseph L},
  year = 2021,
  journal = {Journal of Experimental Psychology: General},
  volume = {150},
  number = {11},
  pages = {2246--2272},
  doi = {10.1037/xge0001035}
}

@article{gates2021rational,
  title = {A Rational Model of People's Inferences about Others' Preferences Based on Response Times},
  author = {Gates, Vael and Callaway, Frederick and Ho, Mark K. and Griffiths, Tom},
  year = 2021,
  month = dec,
  journal = {Cognition},
  volume = {217},
  pages = {104885},
  doi = {10.1016/j.cognition.2021.104885}
}

@article{sarin2021punishment,
  title = {Punishment Is Organized around Principles of Communicative Inference},
  author = {Sarin, Arunima and Ho, Mark K. and Martin, Justin W and Cushman, Fiery A},
  year = 2021,
  month = mar,
  journal = {Cognition},
  volume = {208},
  pages = {104544},
  publisher = {Elsevier},
  doi = {10.1016/j.cognition.2020.104544}
}

@inproceedings{abel2021expressivity,
  title = {On the {{Expressivity}} of {{Markov Reward}}},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Abel, David and Dabney, Will and Harutyunyan, Anna and Ho, Mark K. and Littman, Michael and Precup, Doina and Singh, Satinder},
  year = 2021,
  volume = {34},
  pages = {7799--7812},
  publisher = {Curran Associates, Inc.},
  doi = {10.48550/arXiv.2111.00876}
}

@inproceedings{sumers2021learning,
  title = {Learning Rewards from Linguistic Feedback},
  booktitle = {Proceedings of the {{AAAI Conference}} on {{Artificial Intelligence}}},
  author = {Sumers, Theodore R. and Ho, Mark K. and Hawkins, Robert D. and Narasimhan, Karthik and Griffiths, Thomas L.},
  year = 2021,
  volume = {35},
  pages = {6002--6010},
  doi = {10.1609/aaai.v35i7.16749}
}

@inproceedings{sumers2021extending,
  title = {Extending Rational Models of Communication from Beliefs to Actions},
  booktitle = {Proceedings of the 43rd {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Sumers, Theodore R. and Hawkins, Robert D. and Ho, Mark K. and Griffiths, Thomas L.},
  year = 2021,
  doi = {10.48550/arXiv.2105.11950}
}

@inproceedings{wu2021specialization,
  title = {Specialization and Selective Social Attention Establishes the Balance between Individual and Social Learning},
  booktitle = {Proceedings of the 43rd {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Wu, Charley M and Ho, Mark K. and Kahl, Benjamin and Leuker, Christina and Meder, Bj{\"o}rn and Kurvers, Ralf HJM},
  year = 2021,
  doi = {10.1101/2021.02.03.429553}
}

@incollection{cushman2021punishment,
  title = {Punishment as Communication},
  booktitle = {Oxford Handbook of Moral Psychology},
  author = {Cushman, Fiery A and Sarin, Arunima and Ho, Mark K.},
  editor = {Doris, J. and Vargas, M.},
  year = 2021,
  publisher = {Oxford University Press},
  address = {Oxford},
  doi = {10.31234/osf.io/wf3tz}
}

@inproceedings{ho2020efficiency,
  title = {The Efficiency of Human Cognition Reflects Planned Information Processing},
  booktitle = {Proceedings of the {{AAAI Conference}} on {{Artificial Intelligence}}},
  author = {Ho, Mark K. and Abel, David and Cohen, Jonathan and Littman, Michael and Griffiths, Thomas},
  year = 2020,
  volume = {34},
  pages = {1300--1307},
  doi = {10.1609/aaai.v34i02.5485}
}

@inproceedings{correa2020resourcerational,
  title = {Resource-Rational Task Decomposition to Minimize Planning Costs},
  booktitle = {Proceedings of the 42nd {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Correa, Carlos G and Ho, Mark K. and Callaway, Fred and Griffiths, Thomas L.},
  editor = {Denison., S. and Mack, M. and Xu, Y. and Armstrong, B.C.},
  year = 2020,
  pages = {2974--2980},
  publisher = {Cognitive Science Society},
  doi = {10.48550/arXiv.2007.13862}
}

@inproceedings{sumers2020show,
  title = {Show or Tell? {{Demonstration}} Is More Robust to Changes in Shared Perception than Explanation},
  booktitle = {Proceedings of the 42nd {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Sumers, Theodore R. and Ho, Mark K. and Griffiths, Thomas L.},
  editor = {Denison., S. and Mack, M. and Xu, Y. and Armstrong, B.C.},
  year = 2020,
  pages = {3073--3079},
  publisher = {Cognitive Science Society},
  doi = {10.48550/arXiv.2012.09035}
}

@inproceedings{wang2020teaching,
  title = {Teaching a Robot Tasks of Arbitrary Complexity via Human Feedback},
  booktitle = {Proceedings of the 2020 {{ACM}}/{{IEEE International Conference}} on {{Human-Robot Interaction}}},
  author = {Wang, Guan and Trimbach, Carl and Lee, Jun Ki and Ho, Mark K. and Littman, Michael L},
  year = 2020,
  month = mar,
  pages = {649--657},
  doi = {10.1145/3319502.3374824}
}

@article{ho2019people,
  title = {People Teach with Rewards and Punishments as Communication, Not Reinforcements},
  author = {Ho, Mark K. and Cushman, Fiery and Littman, Michael L and Austerweil, Joseph L},
  year = 2019,
  journal = {Journal of Experimental Psychology: General},
  volume = {148},
  number = {3},
  pages = {520--549},
  publisher = {American Psychological Association},
  doi = {10.1037/xge0000569}
}

@article{ho2019value,
  title = {The {{Value}} of {{Abstraction}}},
  author = {Ho, Mark K. and Abel, David and Griffiths, Thomas L. and Littman, Michael L},
  year = 2019,
  month = oct,
  journal = {Current Opinion in Behavioral Sciences},
  volume = {29},
  pages = {111--116},
  publisher = {Elsevier Limited},
  doi = {10.1016/j.cobeha.2019.05.001}
}

@inproceedings{ho2019computational,
  title = {The Computational Structure of Unintentional Meaning},
  booktitle = {Proceedings of the 41st {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Ho, Mark K. and Korman, Joanna and Griffiths, Thomas L.},
  editor = {Goel, A.K. and Seifert, C.M. and Freksa, C.},
  year = 2019,
  pages = {1915--1921},
  publisher = {Cognitive Science Society},
  doi = {10.48550/arXiv.1906.01983}
}

@inproceedings{carroll2019utility,
  title = {On the Utility of Learning about Humans for Human-Ai Coordination},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Carroll, Micah and Shah, Rohin and Ho, Mark K. and Griffiths, Tom and Seshia, Sanjit and Abbeel, Pieter and Dragan, Anca},
  editor = {Wallach, H. and Larochelle, H. and Beygelzimer, A. and {d'Alch{\'e}-Buc}, F. and Fox, E. and Garnett, R.},
  year = 2019,
  volume = {32},
  publisher = {Curran Associates, Inc.},
  doi = {10.48550/arXiv.1910.05789}
}

@inproceedings{ho2018effectively,
  title = {Effectively Learning from Pedagogical Demonstrations},
  booktitle = {Proceedings of the 40th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Ho, Mark K. and Littman, Michael L. and Cushman, Fiery and Austerweil, Joseph L.},
  editor = {Kalish, Chuck and Rau, Martina and Rogers, Tim and Zhu, Jerry},
  year = 2018,
  pages = {505--510},
  publisher = {Cognitive Science Society},
  address = {Austin, TX}
}

@inproceedings{vazquez-chanlatte2018learning,
  title = {Learning Task Specifications from Demonstrations},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {{Vazquez-Chanlatte}, Marcell and Jha, Susmit and Tiwari, Ashish and Ho, Mark K. and Seshia, Sanjit},
  editor = {Bengio, S. and Wallach, H. and Larochelle, H. and Grauman, K. and {Cesa-Bianchi}, N. and Garnett, R.},
  year = 2018,
  volume = {31},
  publisher = {Curran Associates, Inc.},
  doi = {10.48550/arXiv.1710.03875}
}

@article{ho2017social,
  title = {Social Is Special: {{A}} Normative Framework for Teaching with and Learning from Evaluative Feedback},
  author = {Ho, Mark K. and MacGlashan, James and Littman, Michael L. and Cushman, Fiery},
  year = 2017,
  month = oct,
  journal = {Cognition},
  volume = {167},
  pages = {91--106},
  doi = {10.1016/j.cognition.2017.03.006}
}

@inproceedings{ho2017teaching,
  title = {Teaching by {{Intervention}}: {{Working Backwards}}, {{Undoing Mistakes}}, or {{Correcting Mistakes}}?},
  booktitle = {Proceedings of the 39th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Ho, Mark K. and Littman, Michael L. and Austerweil, Joseph L.},
  editor = {Gunzelmann, G. and Howes, A. and Tenbrink, T. and Davelaar, J.},
  year = 2017,
  pages = {526--531},
  publisher = {Cognitive Science Society},
  address = {Austin, TX}
}

@inproceedings{macglashan2017interactive,
  title = {Interactive Learning from Policy-Dependent Human Feedback},
  booktitle = {Proceedings of the 34th {{International Conference}} on {{Machine Learning}}},
  author = {MacGlashan, James and Ho, Mark K. and Loftin, Robert and Peng, Bei and Wang, Guan and Roberts, David L and Taylor, Matthew E and Littman, Michael L},
  year = 2017,
  volume = {70},
  pages = {2285--2294},
  publisher = {PMLR},
  doi = {10.48550/arXiv.1701.06049}
}

@inproceedings{ho2016showing,
  title = {Showing versus Doing: {{Teaching}} by Demonstration},
  booktitle = {Advances in {{Neural Information Processing Systems}}},
  author = {Ho, Mark K. and Littman, Michael and MacGlashan, James and Cushman, Fiery and Austerweil, Joseph L},
  editor = {Lee, D. D. and Sugiyama, M. and Luxburg, U. V. and Guyon, I. and Garnett, R.},
  year = 2016,
  volume = {29},
  pages = {3027--3035},
  publisher = {Curran Associates, Inc.}
}

@inproceedings{ho2016featurebased,
  title = {Feature-Based {{Joint Planning}} and {{Norm Learning}} in {{Collaborative Games}}},
  booktitle = {Proceedings of the 38th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Ho, Mark K. and MacGlashan, James and Greenwald, Amy and Littman, Michael L. and Hilliard, Elizabeth and Trimbach, Carl and Brawner, Stephen and Tenenbaum, Joshua B. and {Kleiman-Weiner}, Max and Austerweil, Joseph L.},
  editor = {Papafragou, Anna and Grodner, Daniel and Mirman, Daniel and Trueswell, John C.},
  year = 2016,
  pages = {1158--1163},
  publisher = {Cognitive Science Society},
  address = {Austin, TX}
}

@inproceedings{kleiman-weiner2016coordinate,
  title = {Coordinate to Cooperate or Compete: {{Abstract}} Goals and Joint Intentions in Social Interaction},
  booktitle = {Proceedings of the 38th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {{Kleiman-Weiner}, Max and Ho, Mark K. and Austerweil, Joseph L. and Littman, Michael L. and Tenenbaum, Joshua B.},
  editor = {Papafragou, Anna and Grodner, Daniel and Mirman, Daniel and Trueswell, John C.},
  year = 2016,
  pages = {1679--1684},
  publisher = {Cognitive Science Society},
  address = {Austin, TX}
}

@inproceedings{ho2015teaching,
  title = {Teaching with {{Rewards}} and {{Punishments}}: {{Reinforcement}} or {{Communication}}?},
  booktitle = {Proceedings of the 37th {{Annual Conference}} of the {{Cognitive Science Society}}},
  author = {Ho, Mark K. and Littman, Michael L. and Cushman, Fiery and Austerweil, Joseph L.},
  editor = {Noelle, D.C. and Dale, R. and Warlaumont, A. S. and Yoshimi, J. and Matlock, T. and Jennings, C. D. and Maglio, P. P.},
  year = 2015,
  pages = {920--925},
  publisher = {Cognitive Science Society},
  address = {Austin, TX}
}
