Wu, C. M., Vélez, N., & Cushman, F. A. (submitted). Representational exchange in human social learning: Balancing efficiency and flexibility. PsyArXiv. https://doi.org/10.31234/osf.io/rm52c
@article{wu2021representational,
author = {Wu, Charley M and V{\'e}lez, Natalia and Cushman, Fiery A},
title = {{Representational exchange in human social learning: Balancing efficiency and flexibility}},
year = {submitted},
keywords = {prep},
doi = {10.31234/osf.io/rm52c},
journal = {PsyArXiv},
preprint = {https://psyarxiv.com/rm52c},
pdf = {https://charleywu.github.io/downloads/wu2021representational.pdf}
}
Ciranka, S., Linde-Domingo, J., Padezhki, I., Wicharz, C., Wu, C. M., & Spitzer, B. (submitted). Asymmetric learning facilitates human inference of transitive relations. BioRxiv. https://doi.org/10.1101/2021.04.03.437766
@article{ciranka2021asymmetric,
author = {Ciranka, Simon and Linde-Domingo, Juan and Padezhki, Ivan and Wicharz, Clara and Wu, Charley M and Spitzer, Bernhard},
title = {Asymmetric learning facilitates human inference of transitive relations},
elocation-id = {2021.04.03.437766},
year = {submitted},
doi = {10.1101/2021.04.03.437766},
keywords = {prep},
preprint = {https://www.biorxiv.org/content/early/2021/04/05/2021.04.03.437766.full.pdf},
journal = {bioRxiv},
code = {https://arc-git.mpib-berlin.mpg.de/ti/asymm},
pdf = {https://charleywu.github.io/downloads/ciranka2021asymmetric.pdf}
}
Collins, R. N., Mandel, D. R., Karvetski, C. W., Wu, C. M., & Nelson, J. D. (submitted). The Wisdom of the Coherent: Improving Correspondence with Coherence-Weighted Aggregation. PsyarXiv. https://doi.org/10.31234/osf.io/fmnty
@article{collins2021wisdom,
title = {The Wisdom of the Coherent: Improving Correspondence with Coherence-Weighted Aggregation},
journal = {PsyarXiv},
doi = {10.31234/osf.io/fmnty},
publisher = {PsyArXiv},
keywords = {prep},
preprint = {https://psyarxiv.com/fmnty/},
author = {Collins, Robert N and Mandel, David R and Karvetski, Christopher W and Wu, Charley M and Nelson, Jonathan D},
year = {submitted},
code = {https://osf.io/46fdm/},
pdf = {https://charleywu.github.io/downloads/collins2021wisdom.pdf}
}
In Press
2021
Wu, C. M., Ho, M. K., Kahl, B., Leuker, C., Meder, B., & Kurvers, R. H. J. M. (2021). Specialization and selective social attention establishes the balance between individual and social learning. In T. Fitch, C. Lamm, H. Leder, & K. Teßmar-Raible (Eds.), Proceedings of the 43rd Annual Conference of the Cognitive Science Society (pp. 1921–1927). Vienna, Austria: Cognitive Science Society. https://doi.org/10.1101/2021.02.03.429553
@inproceedings{wu2021specialization,
author = {Wu, Charley M and Ho, Mark K and Kahl, Benjamin and Leuker, Christina and Meder, Bj{\"o}rn and Kurvers, Ralf HJM},
title = {Specialization and selective social attention establishes the balance between individual and social learning},
editor = {Fitch, T. and Lamm, C. and Leder, H. and Teßmar-Raible, K.},
booktitle = {{Proceedings of the 43rd Annual Conference of the Cognitive Science Society}},
year = {2021},
keywords = {published},
pages = {1921-1927},
publisher = {{Cognitive Science Society}},
address = {{Vienna, Austria}},
pdf = {https://charleywu.github.io/downloads/wu2021specialization.pdf},
preprint = {https://www.biorxiv.org/content/10.1101/2021.02.03.429553v2.full.pdf+html},
doi = {10.1101/2021.02.03.429553}
}
Humaidan, D., Otte, S., Gumbsch, C., Wu, C. M., & Butz, M. V. (2021). Latent Event-Predictive Encodings through Counterfactual Regularization. In T. Fitch, C. Lamm, H. Leder, & K. Teßmar-Raible (Eds.), Proceedings of the 43rd Annual Conference of the Cognitive Science Society (pp. 1726–1731). Vienna, Austria: Cognitive Science Society.
@inproceedings{humaidan2021latent,
author = {Humaidan, Dania and Otte, Sebastian and Gumbsch, Christian and Wu, Charley M and Butz, Martin V},
title = {Latent Event-Predictive Encodings through Counterfactual Regularization},
editor = {Fitch, T. and Lamm, C. and Leder, H. and Teßmar-Raible, K.},
booktitle = {{Proceedings of the 43rd Annual Conference of the Cognitive Science Society}},
year = {2021},
keywords = {published},
pages = {1726-1731},
publisher = {{Cognitive Science Society}},
address = {{Vienna, Austria}},
eprint = {2105.05894},
preprint = {https://arxiv.org/abs/2105.05894},
pdf = {https://charleywu.github.io/downloads/humaidan2021latent.pdf}
}
Wu, C. M., Schulz, E., & Gershman, S. J. (2021). Inference and search on graph-structured spaces. Computational Brain & Behavior, 4, 125–147. https://doi.org/10.1007/s42113-020-00091-x
@article{wu2021inference,
author = {Wu, Charley M and Schulz, Eric and Gershman, Samuel J},
title = {Inference and search on graph-structured spaces},
year = {2021},
volume = {4},
keywords = {published},
pages = {125--147},
doi = {10.1007/s42113-020-00091-x},
preprint = {https://www.biorxiv.org/content/10.1101/2020.03.06.981399v2.full.pdf},
code = {https://github.com/charleywu/graphInference},
journal = {Computational Brain \& Behavior},
pdf = {https://charleywu.github.io/downloads/wu2021inference.pdf}
}
Meder, B., Wu, C. M., Schulz, E., & Ruggeri, A. (2021). Development of directed and random exploration in children. Developmental Science, 24(4), e13095. https://doi.org/10.1111/desc.13095
@article{meder2021development,
title = {Development of directed and random exploration in children},
author = {Meder, Bj{\"o}rn and Wu, Charley M and Schulz, Eric and Ruggeri, Azzurra},
year = {2021},
volume = {24},
number = {4},
pages = {e13095},
keywords = {published},
journal = {Developmental Science},
preprint = {https://psyarxiv.com/7zhxv/},
code = {https://osf.io/eq2bk/?view_only=fed4735fa15a4f3d8dd56db385b845b1},
pdf = {https://charleywu.github.io/downloads/meder2021development.pdf},
doi = {10.1111/desc.13095},
supp = {https://onlinelibrary.wiley.com/action/downloadSupplement?doi=10.1111%2Fdesc.13095&file=desc13095-sup-0001-DataS1-S2.pdf}
}
Zuberer, A., Kucyi, A., Yamashita, A., Wu, C. M., Walter, M., Valera, E. M., & Esterman, M. (2021). Integration and segregation across large-scale intrinsic brain networks as a marker of sustained attention and task-unrelated thought. NeuroImage, 229, 117610. https://doi.org/10.1016/j.neuroimage.2020.117610
@article{zuberer2021integration,
title = {Integration and segregation across large-scale intrinsic brain networks as a marker of sustained attention and task-unrelated thought},
author = {Zuberer, Agnieszka and Kucyi, Aaron and Yamashita, Ayumu and Wu, Charley M and Walter, Martin and Valera, Eve M and Esterman, Michael},
journal = {NeuroImage},
year = {2021},
code = {https://osf.io/6b83r/},
volume = {229},
pages = {117610},
doi = {10.1016/j.neuroimage.2020.117610},
pdf = {https://charleywu.github.io/downloads/zuberer2021integration.pdf},
keywords = {published}
}
2020
Wu, C. M., Schulz, E., Garvert, M. M., Meder, B., & Schuck, N. W. (2020). Similarities and differences in spatial and non-spatial cognitive maps. PLOS Computational Biology, 16, 1–28. https://doi.org/10.1371/journal.pcbi.1008149
@article{wu2020similarities,
author = {Wu, Charley M and Schulz, Eric and Garvert, Mona M and Meder, Bj{\"o}rn and Schuck, Nicolas W},
title = {Similarities and differences in spatial and non-spatial cognitive maps},
elocation-id = {2020.01.21.914556},
year = {2020},
keywords = {published},
month = sep,
volume = {16},
pages = {1--28},
publisher = {Cold Spring Harbor Laboratory},
preprint = {https://www.biorxiv.org/content/10.1101/2020.01.21.914556v3.full.pdf},
code = {https://github.com/charleywu/cognitivemaps},
journal = {PLOS Computational Biology},
pdf = {https://charleywu.github.io/downloads/wu2020similarities.pdf},
doi = {10.1371/journal.pcbi.1008149},
supp = {https://charleywu.github.io/downloads/wu2020similaritiesSI.pdf}
}
Wu, C. M., Vélez, N., Ho, M. K., & Goldstone, R. L. (2020). Cognition, Collectives, and Human Culture. In S. Denison, M. Mack, Y. Xu, & B. C. Armstrong (Eds.), Proceedings of the 42nd Annual Conference of the Cognitive Science Society (pp. 3–4). Austin, TX: Cognitive Science Society.
@inproceedings{wu2020cognition,
author = {Wu, Charley M and V{\'e}lez, Natalia and Ho, Mark K and Goldstone, Robert L},
title = {Cognition, Collectives, and Human Culture},
year = {2020},
editor = {Denison, Stephanie and Mack, Michael and Xu, Yang and Armstrong, Blair C.},
keywords = {published},
website = {https://cognitioncollectivesandculture.github.io/},
booktitle = {{Proceedings of the 42nd Annual Conference of the Cognitive Science Society}},
publisher = {{Cognitive Science Society}},
address = {{Austin, TX}},
pages = {3--4},
pdf = {https://charleywu.github.io/downloads/wu2020cognition.pdf},
link = {https://cognitivesciencesociety.org/cogsci20/papers/0002/0002.pdf}
}
Brändle, F., Wu, C. M., & Schulz, E. (2020). What are we curious about? Trends in Cognitive Science. https://doi.org/10.1016/j.tics.2020.05.010
@article{braendle2020curiosity,
author = {Br{\"a}ndle, Franziska and Wu, Charley M and Schulz, Eric},
title = {What are we curious about?},
year = {2020},
journal = {Trends in Cognitive Science},
keywords = {published},
preprint = {https://psyarxiv.com/y2835/},
doi = {10.1016/j.tics.2020.05.010},
code = {https://github.com/ericschulz/curiositysim},
pdf = {https://charleywu.github.io/downloads/braendle2020curiosity.pdf}
}
2019
Schulz, E., Wu, C. M., Ruggeri, A., & Meder, B. (2019). Searching for rewards like a child means less generalization and more directed exploration. Psychological Science, 30(11), 1561–1572. https://doi.org/10.1177/0956797619863663
@article{schulz2019searching,
title = {Searching for rewards like a child means less generalization and more directed exploration},
author = {Schulz, Eric and Wu, Charley M and Ruggeri, Azzurra and Meder, Bj{\"o}rn},
journal = {Psychological Science},
year = {2019},
volume = {30},
number = {11},
pages = {1561-1572},
keywords = {published},
preprint = {https://www.biorxiv.org/content/early/2018/09/13/327593},
code = {https://github.com/ericschulz/kwg},
pdf = {https://charleywu.github.io/downloads/schulz2018searching.pdf},
doi = {10.1177/0956797619863663},
supp = {https://charleywu.github.io/downloads/schulz2018searchingSI.pdf}
}
Wu, C. M., Schulz, E., & Gershman, S. J. (2019). Searching for rewards in graph-structured spaces. In Proceedings of the 2019 Conference on Cognitive Computational Neuroscience. https://doi.org/10.32470/CCN.2019.1041-0
@inproceedings{wu2019searching,
author = {Wu, Charley M and Schulz, Eric and Gershman, Samuel J},
title = {Searching for rewards in graph-structured spaces},
keywords = {published},
year = {2019},
booktitle = {{Proceedings of the 2019 Conference on Cognitive Computational Neuroscience}},
pdf = {https://charleywu.github.io/downloads/wu2019searching.pdf},
code = {https://github.com/charleywu/graphInference},
doi = {10.32470/CCN.2019.1041-0}
}
Wu, C. M. (2019). Guided by generalization and uncertainty: A theory of human learning and exploration (PhD thesis). Humboldt-Universität zu Berlin, Berlin, Germany. https://doi.org/doi.org/10.18452/20383
@phdthesis{wu2019PhDThesis,
author = {Wu, Charley M},
title = {Guided by generalization and uncertainty: A theory of human learning and exploration},
school = {Humboldt-Universität zu Berlin},
year = {2019},
doi = {doi.org/10.18452/20383},
address = {Berlin, Germany},
pdf = {https://charleywu.github.io/downloads/wu2019PhDThesis.pdf}
}
Analytis, P. P., Wu, C. M., & Gelastopoulos, A. (2019). Make-or-break: chasing risky goals or settling for safe rewards? Cognitive Science, 43, e12743. https://doi.org/10.1111/cogs.12743
@article{analytis2019make,
title = {Make-or-break: chasing risky goals or settling for safe rewards?},
author = {Analytis, Pantelis P and Wu, Charley M and Gelastopoulos, Alexandros},
year = {2019},
volume = {43},
pages = {e12743},
doi = {10.1111/cogs.12743},
journal = {Cognitive Science},
keywords = {published},
code = {https://osf.io/p2vur/},
preprint = {https://psyarxiv.com/4gzfd/},
pdf = {https://charleywu.github.io/downloads/analytis2019make.pdf},
supp = {https://charleywu.github.io/downloads/analytis2019makeSI.pdf}
}
Wu, C. M., Schulz, E., Gerbaulet, K., Pleskac, T. J., & Speekenbrink, M. (2019). Under pressure: The influence of time limits on human exploration. In A. K. Goel, C. M. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Conference of the Cognitive Science Society (pp. 1219–1225). Montreal, QB: Cognitive Science Society.
@inproceedings{wu2019under,
title = {{Under pressure: The influence of time limits on human exploration}},
author = {Wu, Charley M and Schulz, Eric and Gerbaulet, Kimberly and Pleskac, Timothy J and Speekenbrink, Maarten},
editor = {Goel, A.K. and Seifert, C.M. and Freksa, C.},
booktitle = {{Proceedings of the 41st Annual Conference of the Cognitive Science Society}},
keywords = {published},
year = {2019},
pages = {1219–-1225},
publisher = {{Cognitive Science Society}},
address = {{Montreal, QB}},
link = {https://mindmodeling.org/cogsci2019/papers/0222/0222.pdf},
preprint = {https://doi.org/10.31234/osf.io/tsxq9},
pdf = {https://charleywu.github.io/downloads/wu2019under.pdf}
}
Wu, C. M., Schulz, E., & Gershman, S. J. (2019). Generalization as diffusion: human function learning on graphs. In A. K. Goel, C. M. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Conference of the Cognitive Science Society (pp. 3122–3128). Montreal, QB: Cognitive Science Society.
@inproceedings{wu2019generalization,
author = {Wu, Charley M and Schulz, Eric and Gershman, Samuel J},
editor = {Goel, A.K. and Seifert, C.M. and Freksa, C.},
title = {Generalization as diffusion: human function learning on graphs},
keywords = {published},
year = {2019},
publisher = {{Cognitive Science Society}},
address = {{Montreal, QB}},
pages = {3122–-3128},
link = {https://mindmodeling.org/cogsci2019/papers/0525/0525.pdf},
booktitle = {{Proceedings of the 41st Annual Conference of the Cognitive Science Society}},
preprint = {https://www.biorxiv.org/content/early/2019/02/03/538934},
code = {https://github.com/charleywu/graphInference},
pdf = {https://charleywu.github.io/downloads/wu2019generalization.pdf}
}
Tump, A. N., Wu, C. M., Bouhlel, I., & Goldstone, R. L. (2019). The Evolutionary Dynamics of Cooperation in Collective Search. In A. K. Goel, C. M. Seifert, & C. Freksa (Eds.), Proceedings of the 41st Annual Conference of the Cognitive Science Society (pp. 883–889). Montreal, QB: Cognitive Science Society.
@inproceedings{tump2019evolutionary,
author = {Tump, Alan Novaes and Wu, Charley M and Bouhlel, Imen and Goldstone, Robert L},
editor = {Goel, A.K. and Seifert, C.M. and Freksa, C.},
title = {The Evolutionary Dynamics of Cooperation in Collective Search},
keywords = {published},
year = {2019},
pages = {883–-889},
publisher = {{Cognitive Science Society}},
address = {{Montreal, QB}},
booktitle = {{Proceedings of the 41st Annual Conference of the Cognitive Science Society}},
preprint = {https://www.biorxiv.org/content/early/2019/02/01/538447},
link = {https://mindmodeling.org/cogsci2019/papers/0166/0166.pdf},
pdf = {https://charleywu.github.io/downloads/tump2019evolutionary.pdf},
code = {https://github.com/alantump/adaptiveSharingEvolution}
}
2018
Wu, C. M., Schulz, E., Speekenbrink, M., Nelson, J. D., & Meder, B. (2018). Generalization guides human exploration in vast decision spaces. Nature Human Behaviour, 2, 915–924. https://doi.org/10.1038/s41562-018-0467-4
@article{wu2018exploration,
title = {Generalization guides human exploration in vast decision spaces},
author = {Wu, Charley M and Schulz, Eric and Speekenbrink, Maarten and Nelson, Jonathan D and Meder, Bj{\"o}rn},
journal = {Nature Human Behaviour},
year = {2018},
keywords = {published},
doi = {10.1038/s41562-018-0467-4},
volume = {2},
pages = {915–-924},
preprint = {https://www.biorxiv.org/content/early/2018/09/25/171371},
code = {https://github.com/charleywu/gridsearch},
pdf = {https://charleywu.github.io/downloads/wu2018exploration.pdf},
supp = {https://charleywu.github.io/downloads/wu2018explorationSI.pdf}
}
Schulz, E., Wu, C. M., Huys, Q. J. M., Krause, A., & Speekenbrink, M. (2018). Generalization and search in risky environments. Cognitive Science, 42, 2592–2620. https://doi.org/10.1111/cogs.12695
@article{schulz2018generalization,
title = {Generalization and search in risky environments},
author = {Schulz, Eric and Wu, Charley M and Huys, Quentin JM and Krause, Andreas and Speekenbrink, Maarten},
journal = {Cognitive Science},
year = {2018},
volume = {42},
pages = {2592--2620},
doi = {10.1111/cogs.12695},
keywords = {published},
preprint = {https://www.biorxiv.org/content/early/2018/05/14/227322},
pdf = {https://charleywu.github.io/downloads/schulz2018generalization.pdf}
}
Bouhlel, I., Wu, C. M., Hanaki, N., & Goldstone, R. L. (2018). Sharing is not erring: Pseudo-reciprocity in collective search. In T. T. Rogers, M. Rau, X. Zhu, & C. W. Kalish (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society (pp. 156–161). Austin, TX: Cognitive Science Society.
@inproceedings{bouhlel2018sharing,
title = {Sharing is not erring: Pseudo-reciprocity in collective search},
author = {Bouhlel, Imen and Wu, Charley M and Hanaki, Nobuyuki and Goldstone, Robert L},
booktitle = {{Proceedings of the 40th Annual Conference of the Cognitive Science Society}},
editor = {Rogers, T. T. and Rau, M. and Zhu, X. and Kalish, C. W.},
shorttitle = {{CogSci}},
publisher = {{Cognitive Science Society}},
address = {{Austin, TX}},
pages = {156--161},
year = {2018},
keywords = {published},
link = {https://www.mindmodeling.org/cogsci2018/papers/0050/0050.pdf},
code = {https://github.com/charleywu/adaptiveSharingSimulations},
pdf = {https://charleywu.github.io/downloads/bouhlel2018sharing.pdf}
}
Wu, C. M., Schulz, E., Garvert, M. M., Meder, B., & Schuck, N. W. (2018). Connecting conceptual and spatial search via a model of generalization. In T. T. Rogers, M. Rau, X. Zhu, & C. W. Kalish (Eds.), Proceedings of the 40th Annual Conference of the Cognitive Science Society (pp. 1183–1188). Austin, TX: Cognitive Science Society.
@inproceedings{wu2018connecting,
title = {Connecting conceptual and spatial search via a model of generalization},
author = {Wu, Charley M and Schulz, Eric and Garvert, Mona M and Meder, Bj{\"o}rn and Schuck, Nicolas W},
booktitle = {{Proceedings of the 40th Annual Conference of the Cognitive Science Society}},
editor = {Rogers, T. T. and Rau, M. and Zhu, X. and Kalish, C. W.},
shorttitle = {{CogSci}},
publisher = {{Cognitive Science Society}},
address = {{Austin, TX}},
pages = {1183--1188},
year = {2018},
keywords = {published},
link = {https://www.mindmodeling.org/cogsci2018/papers/0232/0232.pdf},
pdf = {https://charleywu.github.io/downloads/wu2018connecting.pdf}
}
2017
Wu, C. M., Schulz, E., Speekenbrink, M., Nelson, J. D., & Meder, B. (2017). Mapping the unknown: The spatially correlated multi-armed bandit. In G. Gunzelmann, A. Howes, T. Tenbrink, & E. J. Davelaar (Eds.), Proceedings of the 39th Annual Meeting of the Cognitive Science Society (pp. 1357–1362). Austin, TX: Cognitive Science Society.
@inproceedings{wu2017mapping,
title = {Mapping the unknown: The spatially correlated multi-armed bandit},
author = {Wu, Charley M and Schulz, Eric and Speekenbrink, Maarten and Nelson, Jonathan D and Meder, Bj{\"o}rn},
editor = {Gunzelmann, Glenn and Howes, Andrew and Tenbrink, Thora and Davelaar, Eddy J.},
booktitle = {{Proceedings of the 39th Annual Meeting of the Cognitive Science Society}},
shorttitle = {{CogSci}},
publisher = {{Cognitive Science Society}},
address = {{Austin, TX}},
pages = {1357--1362},
year = {2017},
keywords = {published},
link = {https://mindmodeling.org/cogsci2017/papers/0260/paper0260.pdf},
code = {https://github.com/charleywu/gridsearch},
pdf = {https://charleywu.github.io/downloads/wu2017mapping.pdf}
}
Wu, C. M., Meder, B., Filimon, F., & Nelson, J. D. (2017). Asking better questions: How presentation formats influence information search. Journal of Experimental Psychology: Learning, Memory, and Cognition, 8, 1274–1297. https://doi.org/doi: 10.1037/xlm0000374
@article{wu2017asking,
title = {Asking better questions: How presentation formats influence information search},
author = {Wu, Charley M and Meder, Bj{\"o}rn and Filimon, Flavia and Nelson, Jonathan D.},
journal = {Journal of Experimental Psychology: Learning, Memory, and Cognition},
volume = {8},
pages = {1274--1297},
year = {2017},
keywords = {published},
doi = {doi: 10.1037/xlm0000374},
code = {https://github.com/charleywu/AskingBetterQuestions},
pdf = {https://charleywu.github.io/downloads/wu2017asking.pdf}
}
2016
Barkoczi, D., Analytis, P. P., & Wu, C. M. (2016). Collective search on rugged landscapes: a crossenvironmental analysis. In A. Papafragou, D. Grodner, D. Mirman, & J. C. Trueswell (Eds.), Proceedings of the 38th Annual Conference of the Cognitive Science Society (pp. 918–923). Austin, TX: Cognitive Science Society.
@inproceedings{barkoczi2016collective,
title = {Collective search on rugged landscapes: a crossenvironmental analysis},
author = {Barkoczi, Daniel and Analytis, Pantelis P and Wu, Charley M},
booktitle = {{Proceedings of the 38th Annual Conference of the Cognitive Science Society}},
shorttitle = {{CogSci}},
publisher = {{Cognitive Science Society}},
address = {{Austin, TX}},
year = {2016},
editor = {Papafragou, A and Grodner, D and Mirman, D and Trueswell, J.C},
pages = {918--923},
keywords = {published},
link = {https://www.mindmodeling.org/cogsci2016/papers/0168/paper0168.pdf},
pdf = {https://charleywu.github.io/downloads/barkoczi2016collective.pdf},
code = {https://github.com/dnlbrkc/collective_search}
}
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