@article {1749311,
	title = {Competitive integration of time and reward explains value-sensitive foraging decisions and frontal cortex ramping dynamics},
	journal = {bioRxiv},
	year = {Submitted},
	url = {https://doi.org/10.1101/2023.09.05.556267 },
	author = {Bukwich, Michael and Malcolm G Campbell and David Zoltowski and Lyle Kingsbury and Momchil S Tomov and Joshua Stern and HyungGoo R Kim and Jan Drugowitsch and Linderman, Scott W and Uchida, Naoshige}
}
@article {1664872,
	title = {Causal inference during closed-loop navigation: parsing of self- and object-motion},
	journal = {Philosophical Transactions of the Royal Society B},
	volume = {378},
	number = {1886},
	year = {2023},
	pages = {20220344},
	url = {https://doi.org/10.1098/rstb.2022.0344},
	author = {Jean-Paul Noel and Johanes Bill and Haoran Ding and John Vastola and Gregory C DeAngelis and Dora Angelaki and Jan Drugowitsch}
}
@article {1665369,
	title = {Diverse effects of gaze direction on heading perception in humans},
	journal = {Cerebral Cortex},
	year = {2023},
	pages = {1-13},
	url = {https://doi.org/10.1093/cercor/bhac541},
	author = {Gao, Wei and Yipeng Lin and Jiangrong Shen and Jianing Han and Xiaoxiao Song and Yukun Lu and Huijia Zhan and Qianbing Li and Haoting Ge and Zheng Lin and Wenlei Shi and Jan Drugowitsch and Huajin Tang and Xiaodong Chen}
}
@article {1625408,
	title = {Bayesian inference in ring attractor networks},
	journal = {Proceedings of the National Academy of Sciences},
	volume = {120},
	number = {9},
	year = {2023},
	month = {Feb 2023},
	pages = {e2210622120},
	url = {https://doi.org/10.1073/pnas.2210622120},
	author = {Anna Kutschireiter and Melanie A Basnak and Wilson, Rachel I. and Jan Drugowitsch}
}
@conference {1655936,
	title = {Is the information geometry of probabilistic population codes learnable?},
	booktitle = {Proceedings of the 1st NeurIPS Workshop on Symmetry and Geometry in Neural Representations (NeurReps, Dec 3, 2022)},
	volume = {197},
	year = {2023},
	pages = {258-277},
	publisher = {PMLR},
	organization = {PMLR},
	address = {New Orleans, LA, USA},
	url = {https://proceedings.mlr.press/v197/vastola23a.html},
	author = {John J. Vastola and Zach Cohen and Jan Drugowitsch},
	editor = {Sophia Sanborn and Christian Shewmake and Simone Azeglio and Arianna Di Bernardo and Nina Miolane}
}
@article {1643635,
	title = {Efficient stabilization of imprecise statistical inference through conditional belief updating},
	journal = {Nature Human Behavior},
	volume = {6},
	year = {2022},
	pages = {1691-1704},
	url = {https://doi.org/10.1038/s41562-022-01445-0},
	author = {Julie Drevet and Jan Drugowitsch and Valentin Wyart}
}
@article {1618366,
	title = {Visual motion perception as online hierarchical inference},
	journal = {Nature Communications},
	volume = {13},
	year = {2022},
	pages = {1-17},
	url = {https://doi.org/10.1038/s41467-022-34805-5},
	author = {Johannes Bill and Gershman, Samuel J and Jan Drugowitsch}
}
@article {1584947,
	title = {Controllability boosts neural and cognitive signatures of changes-of-mind in uncertain environments},
	journal = {eLife},
	volume = {11:e7503},
	year = {2022},
	pages = {1-28},
	url = {https://doi.org/10.7554/eLife.75038},
	author = {Marion Rouault and Aur{\'e}lien Weiss and Junseok K. Lee and Jan Drugowitsch and Val{\'e}rian Chambon and Valentin Wyart}
}
@conference {1655462,
	title = {Hierarchical structure learning for perceptual decision making in visual motion perception},
	booktitle = {The 5th Multi-disciplinary Conference on Reinforcement Learning and Decision Making (RLDM-22)},
	year = {2022},
	address = {Brown University, Providence, RI, USA},
	url = {https://rldm.org/},
	author = {Johannes Bill and Samuel J. Gershman and Jan Drugowitsch}
}
@article {1591696,
	title = {A large majority of awake hippocampal sharp-wave ripples feature spatial trajectories with momentum},
	journal = {Neuron},
	volume = {110},
	year = {2022},
	note = {See also Neuron Preview by Scott Linderman.},
	month = {2022},
	pages = {722-733},
	url = {https://doi.org/10.1016/j.neuron.2021.11.014},
	author = {Emma L Krause and Jan Drugowitsch}
}
@article {1578250,
	title = {Projection Filtering with Observed State Increments with Applications in Continuous-Time Circular Filtering},
	journal = {IEEE Transactions on Signal Processing},
	volume = {70},
	year = {2022},
	pages = {686-700},
	url = {https://doi.org/10.1109/TSP.2022.3143471},
	author = {Anna Kutschireiter and Luke Rast and Jan Drugowitsch}
}
@article {1460970,
	title = {Interacting with volatile environments stabilizes hidden-state inference and its brain signatures},
	journal = {Nature Communications},
	volume = {12},
	number = {2228},
	year = {2021},
	pages = {1-17},
	url = {https://doi.org/10.1038/s41467-021-22396-6},
	author = {Aur{\'e}lien Weiss and Val{\'e}rian Chambon and Junseok K. Lee and Jan Drugowitsch and Valentin Wyart}
}
@article {1523442,
	title = {Optimal policy for attention-modulated decisions explains human fixation behavior},
	journal = {eLife},
	volume = {10:e63436},
	year = {2021},
	pages = {1-19},
	url = {https://doi.org/10.7554/eLife.63436},
	author = {Anthony I Jang and Ravi Sharma and Jan Drugowitsch}
}
@article {1540376,
	title = {Human visual motion perception shows hallmarks of Bayesian structural inference},
	journal = {Nature Scientific Reports},
	volume = {11},
	number = {3714},
	year = {2021},
	pages = {1-14},
	url = {https://doi.org/10.1038/s41598-021-82175-7},
	author = {Sichao Yang and Johannes Bill and Jan Drugowitsch and Gershman, Samuel J}
}
@article {1480142,
	title = {Scaling of sensory information in large neural populations shows signatures of information-limiting correlations},
	journal = {Nature Communications},
	volume = {12},
	number = {473},
	year = {2021},
	pages = {1-16},
	url = {https://doi.org/10.1038/s41467-020-20722-y},
	author = {MohammadMehdi Kafashan and Anna W Jaffe and Selmaan N Chettih and Ramon Nogueira and I{\~n}igo Arandia-Romero and Christopher D Harvey and Rub{\'e}n Moreno-Bote and Jan Drugowitsch}
}
@article {1535250,
	title = {Distributional Reinforcement Learning in the Brain},
	journal = {Trends in Neurosciences},
	volume = {43},
	number = {12},
	year = {2020},
	pages = {980-997},
	url = {https://doi.org/10.1016/j.tins.2020.09.004},
	author = {Adam Lowet and Qiao Zheng and Sara Matias and Jan Drugowitsch and Uchida, Naoshige}
}
@article {1460968,
	title = {Hierarchical structure is employed by humans during visual motion perception},
	journal = {Proceedings of the National Academy of Sciences},
	volume = {117},
	number = {39},
	year = {2020},
	pages = {24581-24589},
	url = {https://doi.org/10.1073/pnas.2008961117},
	author = {Johannes Bill and Hrag Pailian and Gershman, Samuel J and Jan Drugowitsch}
}
@article {1523436,
	title = {Heuristics and optimal solution to the breadth-depth dilemma},
	journal = {Proceedings of the National Academy of Sciences},
	volume = {117},
	number = {33},
	year = {2020},
	pages = {19799-19808},
	url = {https://doi.org/10.1073/pnas.2004929117},
	author = {Rub{\'e}n Moreno-Bote and Jorge Ram{\'\i}rez-Ruiz and Jan Drugowitsch and Benjamin Y. Hayden}
}
@article {1514026,
	title = {Meissner corpuscles and their spatially intermingled afferents underlie gentle touch perception},
	journal = {Science},
	volume = {368},
	number = {eabb2751},
	year = {2020},
	pages = {1331-1342},
	url = {https://dx.doi.org/10.1126/science.abb2751},
	author = {Nicole L. Neubarth and Alan J. Emanuel and Liu, Yin and Mark W. Springel and Annie Handler and Zhang, Qiyu and Chong Guo and Lauren L. Orefice and Amira Abdelaziz and Michelle M. DeLisle and Michael Iskols and Julia Rhyins and Soo J. Kim and Stuart J. Cattel and Wade Regehr and Christopher D. Harvey and Jan Drugowitsch and David D. Ginty}
}
@article {1401963,
	title = {The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs},
	journal = {Nature Communications},
	volume = {11:2757},
	year = {2020},
	pages = {1-15},
	url = {https://doi.org/10.1038/s41467-020-16196-7},
	author = {Andr{\'e} G. Mendon{\c c}a* and Jan Drugowitsch* and M. In{\^e}s Vicente and Eric E. J. DeWitt and Alexandre Pouget and Zachary F. Mainen}
}
@conference {1531829,
	title = {Neural Adaptation Properties Allow Identification of Optimized Neural Codes},
	booktitle = {Advances in Neural Information Processing Systems},
	volume = {33},
	year = {2020},
	pages = {1142-1152},
	publisher = {Curran Associates, Inc.},
	organization = {Curran Associates, Inc.},
	url = {https://proceedings.neurips.cc/paper/2020/hash/0cc24cb7c26586310cc95c8cb1a81cbc-Abstract.html},
	author = {Luke Rast and Jan Drugowitsch}
}
@article {1293021,
	title = {Learning optimal decisions with confidence},
	journal = {Proceedings of the National Academy of Sciences},
	volume = {116},
	number = {49},
	year = {2019},
	pages = {24872-24880},
	url = {https://www.pnas.org/cgi/doi/10.1073/pnas.1906787116},
	author = {Jan Drugowitsch and Andr{\'e} G. Mendon{\c c}a and Zachary F. Mainen and Alexandre Pouget}
}
@article {1446686,
	title = {A family of closed-form solutions for two-dimensional correlated diffusion processes},
	journal = {Physical Review E},
	volume = {100},
	number = {032132},
	year = {2019},
	url = {https://doi.org/10.1103/PhysRevE.100.032132},
	author = {Haozhe Shan and Rub{\'e}n Moreno-Bote and Jan Drugowitsch}
}
@article {1477799,
	title = {Control of Synaptic Specificity by Establishing a Relative Preference for Synaptic Partners},
	journal = {Neuron},
	volume = {103},
	year = {2019},
	pages = {865-877},
	url = {https://doi.org/10.1016/j.neuron.2019.06.006},
	author = {Chundi Xu and Emma Theisen and Ryan Maloney and Jing Peng and Ivan Santiago and Yapp, Clarence and Zachary Werkhoven and Elijah Rumbaut and Bryan Shum and Dorota Tarnogorska and Jolanta Borycz and Liming Tan and Maximilien Courgeon and Ian A. Meinertzhagen and de Bivort, Benjamin and Jan Drugowitsch and Matthew Y. Pecot}
}
@article {1453965,
	title = {Optimal policy for multi-alternative decisions},
	journal = {Nature Neuroscience},
	volume = {22},
	year = {2019},
	pages = {1503-1511},
	url = {https://doi.org/10.1038/s41593-019-0453-9},
	author = {Satohiro Tajima* and Jan Drugowitsch* and Nisheet Patel and Alexandre Pouget}
}
@article {1445126,
	title = {VBLinLogit: Variational Bayesian linear and logistic regression},
	journal = {Journal of Open Source Software},
	volume = {4},
	number = {38},
	year = {2019},
	pages = {1359},
	url = {https://doi.org/10.21105/joss.01359},
	author = {Jan Drugowitsch}
}
@article {1411403,
	title = {Prefrontal mechanisms combining rewards and beliefs in human decision-making},
	journal = {Nature Communications},
	volume = {10},
	year = {2019},
	pages = {1-16},
	url = {https://doi.org/10.1038/s41467-018-08121-w},
	author = {Marion Rouault and Jan Drugowitsch and Etienne Koechlin}
}
@article {990381,
	title = {Lateral orbitofrontal cortex anticipates choices and integrates prior with current information},
	journal = {Nature Communications},
	volume = {8},
	year = {2017},
	month = {2017},
	author = {Ramon Nogueira and Juan M. Abolafia and Jan Drugowitsch and Emili Balaguer-Ballester and Maria Sanchez-Vives and Rub{\'e}n Moreno-Bote}
}
@article {930246,
	title = {Computational precision of mental inference as critical source of human choice suboptimality},
	journal = {Neuron},
	volume = {92},
	year = {2016},
	month = {2016},
	pages = {1-14},
	author = {Jan Drugowitsch and Valentin Wyart and Anne-Dominique Devauchelle and Etienne Koechlin}
}
@article {743426,
	title = {Optimal policy for value-based decision-making},
	journal = {Nature Communications},
	volume = {7:12400},
	year = {2016},
	pages = {1-12},
	author = {Satohiro Tajima* and Jan Drugowitsch* and Alexandre Pouget}
}
@article {743431,
	title = {Becoming confident in the statistical nature of human confidence judgments},
	journal = {Neuron},
	volume = {90},
	year = {2016},
	pages = {425-427},
	author = {Jan Drugowitsch}
}
@article {743461,
	title = {Confidence and certainty: distinct probabilistic quantities for different goals},
	journal = {Nature Neuroscience},
	volume = {19},
	number = {3},
	year = {2016},
	pages = {366-374},
	author = {Alexandre Pouget and Jan Drugowitsch and Kepecs, Adam}
}
@article {743471,
	title = {Fast and accurate Monte Carlo sampling of first-passage times from Wiener diffusion models},
	journal = {Scientific Reports},
	volume = {6},
	number = {20490},
	year = {2016},
	author = {Jan Drugowitsch}
}
@article {743456,
	title = {Multiplicative and additive modulation of neuronal tuning with population activity affects encoded information},
	journal = {Neuron},
	volume = {89},
	year = {2016},
	pages = {1-12},
	author = {I{\~n}igo Arandia-Romero and Seiji Tanabe and Jan Drugowitsch and Adam Kohn and Rub{\'e}n Moreno-Bote}
}
@article {743511,
	title = {Causal Inference and Explaining Away in a Spiking Network},
	journal = {Scientific Reports},
	volume = {5},
	number = {17531},
	year = {2015},
	author = {Rub{\'e}n Moreno-Bote and Jan Drugowitsch}
}
@article {743521,
	title = {Simultaneous learning and filtering without delusions: a Bayes-optimal derivation of combining predictive inference and adaptive filtering},
	journal = {Frontiers in Computational Neuroscience},
	volume = {9},
	number = {47},
	year = {2015},
	author = {Jan Kneissler and Jan Drugowitsch and Karl Friston and Martin V Butz}
}
@article {743516,
	title = {Tuning the speed-accuracy trade-off to maximize reward rate in multisensory decision-making},
	journal = {eLife},
	volume = {10.7554/eLife.06678},
	year = {2015},
	author = {Jan Drugowitsch and Gregory C DeAngelis and Dora E Angelaki and Alexandre Pouget}
}
@conference {743641,
	title = {Optimal decision-making with time-varying evidence reliability},
	booktitle = {Advances in Neural Information Processing Systems},
	volume = {27},
	year = {2014},
	pages = {748-756},
	publisher = {Curran Associates, Inc.},
	organization = {Curran Associates, Inc.},
	address = {Montreal, CA},
	author = {Jan Drugowitsch and Rub{\'e}n Moreno-Bote and Alexandre Pouget},
	editor = {Z. Ghahramani and M. Welling and C. Cortes and N.D. Lawrence and K.Q. Weinberger}
}
@article {743526,
	title = {Optimal multisensory decision-making in a reaction-time task},
	journal = {eLife},
	volume = {2014;3:e03005},
	year = {2014},
	author = {Jan Drugowitsch and Gregory C DeAngelis and Eliana M Klier and Dora E Angelaki and Alexandre Pouget}
}
@article {743531,
	title = {Relationship between belief and performance in perceptual decision-making},
	journal = {PLoS ONE},
	volume = {9},
	number = {5},
	year = {2014},
	author = {Jan Drugowitsch and Rub{\'e}n Moreno-Bote and Alexandre Pouget}
}
@report {743696,
	title = {Variational Bayesian inference for linear and logistic regression},
	year = {2014},
	edition = {arXiv:1310.5438 [stat.ML]},
	author = {Jan Drugowitsch}
}
@conference {743646,
	title = {Filtering sensory information with XCSF: improving learning robustness and control performance},
	booktitle = {Proceedings of the 15th international conference on genetic and evolutionary computation},
	year = {2013},
	pages = {871-878},
	publisher = {ACM Press},
	organization = {ACM Press},
	author = {Jan Kneissler and Patrick O Stalph and Jan Drugowitsch and Martin V Butz}
}
@article {743536,
	title = {Filtering sensory information with XCSF: improving learning robustness and robot arm control performance},
	journal = {Evolutionary Computation},
	volume = {21},
	number = {4},
	year = {2013},
	pages = {1-20},
	author = {Jan Kneissler and Patrick O Stalph and Jan Drugowitsch and Martin V Butz}
}
@article {743551,
	title = {The cost of accumulating evidence in perceptual decision making},
	journal = {The Journal of Neuroscience},
	volume = {32},
	number = {11},
	year = {2012},
	pages = {3612-3628},
	author = {Jan Drugowitsch and Rub{\'e}n Moreno-Bote and Anne K Churchland and Michael N Shadlen and Alexandre Pouget}
}
@article {743541,
	title = {Probabilistic vs. non-probabilistic approaches to the neurobiology of perceptual decision-making},
	journal = {Current Opinion in Neurobiology},
	volume = {22},
	number = {6},
	year = {2012},
	pages = {963-969},
	author = {Jan Drugowitsch and Alexandre Pouget}
}
@book {743441,
	title = {Learning classifier systems: 11th international workshop, IWLCS 2008, Atlanta, GA, USA, July 13, 2008, and 12th international workshop, IWLCS 2009, Montreal, QC, Canada, July 9, 2009, revised selected papers},
	year = {2011},
	publisher = {Springer},
	organization = {Springer},
	editor = {Jaume Bacardit and William Browne and Jan Drugowitsch and Ester Bernad{\'o}-Mansilla and Martin V Butz}
}
@article {743556,
	title = {Quick Thinking: Perceiving in a Tenth of a Blink of an Eye},
	journal = {Nature Neuroscience},
	volume = {13},
	year = {2010},
	pages = {279-280},
	author = {Jan Drugowitsch and Alexandre Pouget}
}
@inbook {743601,
	title = {Analysis and improvement of the classifier error estimate in XCSF},
	booktitle = {Learning Classifier Systems: 10th International Workshop, IWLCS 2006, Seattle, MA, USA, July 8, 2006 and 11th International Workshop, IWLCS 2007, London, UK, July 8, 2007, Revised Selected Papers, Lecture Notes in Computer Science},
	volume = {4998},
	year = {2008},
	pages = {117-135},
	publisher = {Springer},
	organization = {Springer},
	author = {Daniele Loiacono and Jan Drugowitsch and Alwyn M Barry and Pier Luca Lanzi},
	editor = {Jaume Bacardit et al.}
}
@book {743451,
	title = {Design and Analysis of Learning Classifier Systems: A Probabilistic Approach},
	year = {2008},
	publisher = {Springer},
	organization = {Springer},
	author = {Jan Drugowitsch}
}
@article {743561,
	title = {A formal framework and extensions for function approximation in learning classifier systems},
	journal = {Machine Learning},
	volume = {70},
	number = {1},
	year = {2008},
	pages = {45-88},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@inbook {743586,
	title = {A principled foundation for learning classifier systems},
	booktitle = {Learning Classifier Systems: 10th International Workshop, IWLCS 2006, Seattle, MA, USA, July 8, 2006 and 11th International Workshop, IWLCS 2007, London, UK, July 8, 2007, Revised Selected Papers, Lecture Notes in Computer Science},
	volume = {4998},
	year = {2008},
	pages = {77-95},
	publisher = {Springer},
	organization = {Springer},
	author = {Jan Drugowitsch and Alwyn M Barry},
	editor = {Jaume Bacardit et al.}
}
@report {743706,
	title = {Generalised mixtures of experts, independent expert training, and learning classifier systems},
	year = {2007},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@mastersthesis {743701,
	title = {Learning classifier systems from first principles},
	year = {2007},
	type = {PhD thesis},
	author = {Jan Drugowitsch}
}
@conference {743656,
	title = {Mixing independent classifiers},
	booktitle = {Proceedings of the 9th annual conference on Genetic and evolutionary computation},
	year = {2007},
	pages = {1596-1603},
	publisher = {ACM Press},
	organization = {ACM Press},
	author = {Jan Drugowitsch and Alywn M Barry}
}
@conference {743661,
	title = {A principled foundation for learning classifier systems},
	booktitle = {Proceedings of the 2007 GECCO conference companion on genetic and evolutionary computation},
	year = {2007},
	pages = {2675-2680},
	publisher = {ACM Press},
	organization = {ACM Press},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@report {743746,
	title = {A formal framework and extensions for function approximation in learning classifier systems},
	year = {2006},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@report {743736,
	title = {A formal framework for reinforcement learning with function approximation in learning classifier systems},
	year = {2006},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@conference {743671,
	title = {Improving classifier error estimate in XCSF},
	booktitle = {The Ninth International Workshop on Learning Classifier Systems, IWLCS-2006},
	year = {2006},
	author = {Daniele Loiacono and Jan Drugowitsch and Alwyn M Barry and Pier Luca Lanzi}
}
@report {743716,
	title = {Mixing independent classifiers},
	year = {2006},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@report {743726,
	title = {Towards convergence of learning classifier systems value iteration},
	year = {2006},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@conference {743666,
	title = {Towards convergence of learning classifier systems value iteration},
	booktitle = {Evolutionary Computation Workshop at the European Conference of Artificial Intelligence (ECAI)},
	year = {2006},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@conference {743686,
	title = {Integrating life-like action selection into cycle-based agent simulation environments},
	booktitle = {Proceedings of Agent 2005: Generative Social Processes, Models, and Mechanisms},
	year = {2005},
	pages = {67-82},
	address = {Argonne National Laboratory},
	author = {Joanna J Bryson and Tristan J Caulfield and Jan Drugowitsch},
	editor = {Michael North and David L. Sallach and Charles Macal}
}
@conference {743681,
	title = {XCS with eligibility traces},
	booktitle = {Proceedings of the 2005 conference on Genetic and evolutionary computation},
	year = {2005},
	pages = {1851 - 1858},
	publisher = {ACM Press},
	organization = {ACM Press},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
@report {743751,
	title = {XCS with eligibility traces},
	year = {2005},
	institution = {Department of Computer Science, University of Bath},
	author = {Jan Drugowitsch and Alwyn M Barry}
}
