%0 Journal Article %J bioRxiv %D Submitted %T Competitive integration of time and reward explains value-sensitive foraging decisions and frontal cortex ramping dynamics %A Bukwich, Michael %A Malcolm G Campbell %A David Zoltowski %A Lyle Kingsbury %A Momchil S Tomov %A Joshua Stern %A HyungGoo R Kim %A Jan Drugowitsch %A Linderman, Scott W %A Uchida, Naoshige %B bioRxiv %G eng %U https://doi.org/10.1101/2023.09.05.556267 %0 Journal Article %J Philosophical Transactions of the Royal Society B %D 2023 %T Causal inference during closed-loop navigation: parsing of self- and object-motion %A Jean-Paul Noel %A Johanes Bill %A Haoran Ding %A John Vastola %A Gregory C DeAngelis %A Dora Angelaki %A Jan Drugowitsch %B Philosophical Transactions of the Royal Society B %V 378 %P 20220344 %G eng %U https://doi.org/10.1098/rstb.2022.0344 %N 1886 %0 Journal Article %J Cerebral Cortex %D 2023 %T Diverse effects of gaze direction on heading perception in humans %A Gao, Wei %A Yipeng Lin %A Jiangrong Shen %A Jianing Han %A Xiaoxiao Song %A Yukun Lu %A Huijia Zhan %A Qianbing Li %A Haoting Ge %A Zheng Lin %A Wenlei Shi %A Jan Drugowitsch %A Huajin Tang %A Xiaodong Chen %B Cerebral Cortex %P 1-13 %G eng %U https://doi.org/10.1093/cercor/bhac541 %0 Journal Article %J Proceedings of the National Academy of Sciences %D 2023 %T Bayesian inference in ring attractor networks %A Anna Kutschireiter %A Melanie A Basnak %A Wilson, Rachel I. %A Jan Drugowitsch %B Proceedings of the National Academy of Sciences %V 120 %P e2210622120 %8 Feb 2023 %G eng %U https://doi.org/10.1073/pnas.2210622120 %N 9 %0 Conference Paper %B Proceedings of the 1st NeurIPS Workshop on Symmetry and Geometry in Neural Representations (NeurReps, Dec 3, 2022) %D 2023 %T Is the information geometry of probabilistic population codes learnable? %A John J. Vastola %A Zach Cohen %A Jan Drugowitsch %E Sophia Sanborn %E Christian Shewmake %E Simone Azeglio %E Arianna Di Bernardo %E Nina Miolane %B Proceedings of the 1st NeurIPS Workshop on Symmetry and Geometry in Neural Representations (NeurReps, Dec 3, 2022) %I PMLR %C New Orleans, LA, USA %V 197 %P 258-277 %G eng %U https://proceedings.mlr.press/v197/vastola23a.html %0 Journal Article %J Nature Human Behavior %D 2022 %T Efficient stabilization of imprecise statistical inference through conditional belief updating %A Julie Drevet %A Jan Drugowitsch %A Valentin Wyart %B Nature Human Behavior %V 6 %P 1691-1704 %G eng %U https://doi.org/10.1038/s41562-022-01445-0 %0 Journal Article %J Nature Communications %D 2022 %T Visual motion perception as online hierarchical inference %A Johannes Bill %A Gershman, Samuel J %A Jan Drugowitsch %B Nature Communications %V 13 %P 1-17 %G eng %U https://doi.org/10.1038/s41467-022-34805-5 %0 Journal Article %J eLife %D 2022 %T Controllability boosts neural and cognitive signatures of changes-of-mind in uncertain environments %A Marion Rouault %A Aurélien Weiss %A Junseok K. Lee %A Jan Drugowitsch %A Valérian Chambon %A Valentin Wyart %B eLife %V 11:e7503 %P 1-28 %G eng %U https://doi.org/10.7554/eLife.75038 %0 Conference Paper %B The 5th Multi-disciplinary Conference on Reinforcement Learning and Decision Making (RLDM-22) %D 2022 %T Hierarchical structure learning for perceptual decision making in visual motion perception %A Johannes Bill %A Samuel J. Gershman %A Jan Drugowitsch %B The 5th Multi-disciplinary Conference on Reinforcement Learning and Decision Making (RLDM-22) %C Brown University, Providence, RI, USA %G eng %U https://rldm.org/ %0 Journal Article %J Neuron %D 2022 %T A large majority of awake hippocampal sharp-wave ripples feature spatial trajectories with momentum %A Emma L Krause %A Jan Drugowitsch %B Neuron %V 110 %P 722-733 %8 2022 %G eng %U https://doi.org/10.1016/j.neuron.2021.11.014 %0 Journal Article %J IEEE Transactions on Signal Processing %D 2022 %T Projection Filtering with Observed State Increments with Applications in Continuous-Time Circular Filtering %A Anna Kutschireiter %A Luke Rast %A Jan Drugowitsch %B IEEE Transactions on Signal Processing %V 70 %P 686-700 %G eng %U https://doi.org/10.1109/TSP.2022.3143471 %0 Journal Article %J Nature Communications %D 2021 %T Interacting with volatile environments stabilizes hidden-state inference and its brain signatures %A Aurélien Weiss %A Valérian Chambon %A Junseok K. Lee %A Jan Drugowitsch %A Valentin Wyart %B Nature Communications %V 12 %P 1-17 %G eng %U https://doi.org/10.1038/s41467-021-22396-6 %N 2228 %0 Journal Article %J eLife %D 2021 %T Optimal policy for attention-modulated decisions explains human fixation behavior %A Anthony I Jang %A Ravi Sharma %A Jan Drugowitsch %B eLife %V 10:e63436 %P 1-19 %G eng %U https://doi.org/10.7554/eLife.63436 %0 Journal Article %J Nature Scientific Reports %D 2021 %T Human visual motion perception shows hallmarks of Bayesian structural inference %A Sichao Yang %A Johannes Bill %A Jan Drugowitsch %A Gershman, Samuel J %B Nature Scientific Reports %V 11 %P 1-14 %G eng %U https://doi.org/10.1038/s41598-021-82175-7 %N 3714 %0 Journal Article %J Nature Communications %D 2021 %T Scaling of sensory information in large neural populations shows signatures of information-limiting correlations %A MohammadMehdi Kafashan %A Anna W Jaffe %A Selmaan N Chettih %A Ramon Nogueira %A Iñigo Arandia-Romero %A Christopher D Harvey %A Rubén Moreno-Bote %A Jan Drugowitsch %B Nature Communications %V 12 %P 1-16 %G eng %U https://doi.org/10.1038/s41467-020-20722-y %N 473 %0 Journal Article %J Trends in Neurosciences %D 2020 %T Distributional Reinforcement Learning in the Brain %A Adam Lowet %A Qiao Zheng %A Sara Matias %A Jan Drugowitsch %A Uchida, Naoshige %B Trends in Neurosciences %V 43 %P 980-997 %G eng %U https://doi.org/10.1016/j.tins.2020.09.004 %N 12 %0 Journal Article %J Proceedings of the National Academy of Sciences %D 2020 %T Hierarchical structure is employed by humans during visual motion perception %A Johannes Bill %A Hrag Pailian %A Gershman, Samuel J %A Jan Drugowitsch %B Proceedings of the National Academy of Sciences %V 117 %P 24581-24589 %G eng %U https://doi.org/10.1073/pnas.2008961117 %N 39 %0 Journal Article %J Proceedings of the National Academy of Sciences %D 2020 %T Heuristics and optimal solution to the breadth-depth dilemma %A Rubén Moreno-Bote %A Jorge Ramírez-Ruiz %A Jan Drugowitsch %A Benjamin Y. Hayden %B Proceedings of the National Academy of Sciences %V 117 %P 19799-19808 %G eng %U https://doi.org/10.1073/pnas.2004929117 %N 33 %0 Journal Article %J Science %D 2020 %T Meissner corpuscles and their spatially intermingled afferents underlie gentle touch perception %A Nicole L. Neubarth %A Alan J. Emanuel %A Liu, Yin %A Mark W. Springel %A Annie Handler %A Zhang, Qiyu %A Chong Guo %A Lauren L. Orefice %A Amira Abdelaziz %A Michelle M. DeLisle %A Michael Iskols %A Julia Rhyins %A Soo J. Kim %A Stuart J. Cattel %A Wade Regehr %A Christopher D. Harvey %A Jan Drugowitsch %A David D. Ginty %B Science %V 368 %P 1331-1342 %G eng %U https://dx.doi.org/10.1126/science.abb2751 %N eabb2751 %0 Journal Article %J Nature Communications %D 2020 %T The impact of learning on perceptual decisions and its implication for speed-accuracy tradeoffs %A André G. Mendonça* %A Jan Drugowitsch* %A M. Inês Vicente %A Eric E. J. DeWitt %A Alexandre Pouget %A Zachary F. Mainen %B Nature Communications %V 11:2757 %P 1-15 %G eng %U https://doi.org/10.1038/s41467-020-16196-7 %0 Conference Paper %B Advances in Neural Information Processing Systems %D 2020 %T Neural Adaptation Properties Allow Identification of Optimized Neural Codes %A Luke Rast %A Jan Drugowitsch %B Advances in Neural Information Processing Systems %I Curran Associates, Inc. %V 33 %P 1142-1152 %G eng %U https://proceedings.neurips.cc/paper/2020/hash/0cc24cb7c26586310cc95c8cb1a81cbc-Abstract.html %0 Journal Article %J Proceedings of the National Academy of Sciences %D 2019 %T Learning optimal decisions with confidence %A Jan Drugowitsch %A André G. Mendonça %A Zachary F. Mainen %A Alexandre Pouget %B Proceedings of the National Academy of Sciences %V 116 %P 24872-24880 %G eng %U https://www.pnas.org/cgi/doi/10.1073/pnas.1906787116 %N 49 %0 Journal Article %J Physical Review E %D 2019 %T A family of closed-form solutions for two-dimensional correlated diffusion processes %A Haozhe Shan %A Rubén Moreno-Bote %A Jan Drugowitsch %B Physical Review E %V 100 %G eng %U https://doi.org/10.1103/PhysRevE.100.032132 %N 032132 %0 Journal Article %J Neuron %D 2019 %T Control of Synaptic Specificity by Establishing a Relative Preference for Synaptic Partners %A Chundi Xu %A Emma Theisen %A Ryan Maloney %A Jing Peng %A Ivan Santiago %A Yapp, Clarence %A Zachary Werkhoven %A Elijah Rumbaut %A Bryan Shum %A Dorota Tarnogorska %A Jolanta Borycz %A Liming Tan %A Maximilien Courgeon %A Ian A. Meinertzhagen %A de Bivort, Benjamin %A Jan Drugowitsch %A Matthew Y. Pecot %B Neuron %V 103 %P 865-877 %G eng %U https://doi.org/10.1016/j.neuron.2019.06.006 %0 Journal Article %J Nature Neuroscience %D 2019 %T Optimal policy for multi-alternative decisions %A Satohiro Tajima* %A Jan Drugowitsch* %A Nisheet Patel %A Alexandre Pouget %B Nature Neuroscience %V 22 %P 1503-1511 %G eng %U https://doi.org/10.1038/s41593-019-0453-9 %0 Journal Article %J Journal of Open Source Software %D 2019 %T VBLinLogit: Variational Bayesian linear and logistic regression %A Jan Drugowitsch %B Journal of Open Source Software %V 4 %P 1359 %G eng %U https://doi.org/10.21105/joss.01359 %N 38 %0 Journal Article %J Nature Communications %D 2019 %T Prefrontal mechanisms combining rewards and beliefs in human decision-making %A Marion Rouault %A Jan Drugowitsch %A Etienne Koechlin %B Nature Communications %V 10 %P 1-16 %G eng %U https://doi.org/10.1038/s41467-018-08121-w %0 Journal Article %J Nature Communications %D 2017 %T Lateral orbitofrontal cortex anticipates choices and integrates prior with current information %A Ramon Nogueira %A Juan M. Abolafia %A Jan Drugowitsch %A Emili Balaguer-Ballester %A Maria Sanchez-Vives %A Rubén Moreno-Bote %B Nature Communications %V 8 %8 2017 %G eng %0 Journal Article %J Neuron %D 2016 %T Computational precision of mental inference as critical source of human choice suboptimality %A Jan Drugowitsch %A Valentin Wyart %A Anne-Dominique Devauchelle %A Etienne Koechlin %B Neuron %V 92 %P 1-14 %8 2016 %G eng %0 Journal Article %J Nature Communications %D 2016 %T Optimal policy for value-based decision-making %A Satohiro Tajima* %A Jan Drugowitsch* %A Alexandre Pouget %B Nature Communications %V 7:12400 %P 1-12 %G eng %0 Journal Article %J Neuron %D 2016 %T Becoming confident in the statistical nature of human confidence judgments %A Jan Drugowitsch %B Neuron %V 90 %P 425-427 %G eng %0 Journal Article %J Nature Neuroscience %D 2016 %T Confidence and certainty: distinct probabilistic quantities for different goals %A Alexandre Pouget %A Jan Drugowitsch %A Kepecs, Adam %B Nature Neuroscience %V 19 %P 366-374 %G eng %N 3 %0 Journal Article %J Scientific Reports %D 2016 %T Fast and accurate Monte Carlo sampling of first-passage times from Wiener diffusion models %A Jan Drugowitsch %B Scientific Reports %V 6 %G eng %N 20490 %0 Journal Article %J Neuron %D 2016 %T Multiplicative and additive modulation of neuronal tuning with population activity affects encoded information %A Iñigo Arandia-Romero %A Seiji Tanabe %A Jan Drugowitsch %A Adam Kohn %A Rubén Moreno-Bote %B Neuron %V 89 %P 1-12 %G eng %0 Journal Article %J Scientific Reports %D 2015 %T Causal Inference and Explaining Away in a Spiking Network %A Rubén Moreno-Bote %A Jan Drugowitsch %B Scientific Reports %V 5 %G eng %N 17531 %0 Journal Article %J Frontiers in Computational Neuroscience %D 2015 %T Simultaneous learning and filtering without delusions: a Bayes-optimal derivation of combining predictive inference and adaptive filtering %A Jan Kneissler %A Jan Drugowitsch %A Karl Friston %A Martin V Butz %B Frontiers in Computational Neuroscience %V 9 %G eng %N 47 %0 Journal Article %J eLife %D 2015 %T Tuning the speed-accuracy trade-off to maximize reward rate in multisensory decision-making %A Jan Drugowitsch %A Gregory C DeAngelis %A Dora E Angelaki %A Alexandre Pouget %B eLife %V 10.7554/eLife.06678 %G eng %0 Conference Paper %B Advances in Neural Information Processing Systems %D 2014 %T Optimal decision-making with time-varying evidence reliability %A Jan Drugowitsch %A Rubén Moreno-Bote %A Alexandre Pouget %E Z. Ghahramani %E M. Welling %E C. Cortes %E N.D. Lawrence %E K.Q. Weinberger %B Advances in Neural Information Processing Systems %I Curran Associates, Inc. %C Montreal, CA %V 27 %P 748-756 %G eng %0 Journal Article %J eLife %D 2014 %T Optimal multisensory decision-making in a reaction-time task %A Jan Drugowitsch %A Gregory C DeAngelis %A Eliana M Klier %A Dora E Angelaki %A Alexandre Pouget %B eLife %V 2014;3:e03005 %G eng %0 Journal Article %J PLoS ONE %D 2014 %T Relationship between belief and performance in perceptual decision-making %A Jan Drugowitsch %A Rubén Moreno-Bote %A Alexandre Pouget %B PLoS ONE %V 9 %G eng %N 5 %0 Report %D 2014 %T Variational Bayesian inference for linear and logistic regression %A Jan Drugowitsch %7 arXiv:1310.5438 [stat.ML] %G eng %0 Conference Paper %B Proceedings of the 15th international conference on genetic and evolutionary computation %D 2013 %T Filtering sensory information with XCSF: improving learning robustness and control performance %A Jan Kneissler %A Patrick O Stalph %A Jan Drugowitsch %A Martin V Butz %B Proceedings of the 15th international conference on genetic and evolutionary computation %I ACM Press %P 871-878 %G eng %0 Journal Article %J Evolutionary Computation %D 2013 %T Filtering sensory information with XCSF: improving learning robustness and robot arm control performance %A Jan Kneissler %A Patrick O Stalph %A Jan Drugowitsch %A Martin V Butz %B Evolutionary Computation %V 21 %P 1-20 %G eng %N 4 %0 Journal Article %J The Journal of Neuroscience %D 2012 %T The cost of accumulating evidence in perceptual decision making %A Jan Drugowitsch %A Rubén Moreno-Bote %A Anne K Churchland %A Michael N Shadlen %A Alexandre Pouget %B The Journal of Neuroscience %V 32 %P 3612-3628 %G eng %N 11 %0 Journal Article %J Current Opinion in Neurobiology %D 2012 %T Probabilistic vs. non-probabilistic approaches to the neurobiology of perceptual decision-making %A Jan Drugowitsch %A Alexandre Pouget %B Current Opinion in Neurobiology %V 22 %P 963-969 %G eng %N 6 %0 Book %D 2011 %T 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 %E Jaume Bacardit %E William Browne %E Jan Drugowitsch %E Ester Bernadó-Mansilla %E Martin V Butz %I Springer %G eng %0 Journal Article %J Nature Neuroscience %D 2010 %T Quick Thinking: Perceiving in a Tenth of a Blink of an Eye %A Jan Drugowitsch %A Alexandre Pouget %B Nature Neuroscience %V 13 %P 279-280 %G eng %0 Book Section %B 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 %D 2008 %T Analysis and improvement of the classifier error estimate in XCSF %A Daniele Loiacono %A Jan Drugowitsch %A Alwyn M Barry %A Pier Luca Lanzi %E Jaume Bacardit et al. %B 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 %I Springer %V 4998 %P 117-135 %G eng %0 Book %D 2008 %T Design and Analysis of Learning Classifier Systems: A Probabilistic Approach %A Jan Drugowitsch %I Springer %G eng %0 Journal Article %J Machine Learning %D 2008 %T A formal framework and extensions for function approximation in learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %B Machine Learning %V 70 %P 45-88 %G eng %N 1 %0 Book Section %B 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 %D 2008 %T A principled foundation for learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %E Jaume Bacardit et al. %B 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 %I Springer %V 4998 %P 77-95 %G eng %0 Report %D 2007 %T Generalised mixtures of experts, independent expert training, and learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2007-02 %I Department of Computer Science, University of Bath %G eng %0 Thesis %B Department of Computer Science, University of Bath %D 2007 %T Learning classifier systems from first principles %A Jan Drugowitsch %B Department of Computer Science, University of Bath %G eng %9 PhD thesis %0 Conference Paper %B Proceedings of the 9th annual conference on Genetic and evolutionary computation %D 2007 %T Mixing independent classifiers %A Jan Drugowitsch %A Alywn M Barry %B Proceedings of the 9th annual conference on Genetic and evolutionary computation %I ACM Press %P 1596-1603 %G eng %0 Conference Paper %B Proceedings of the 2007 GECCO conference companion on genetic and evolutionary computation %D 2007 %T A principled foundation for learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %B Proceedings of the 2007 GECCO conference companion on genetic and evolutionary computation %I ACM Press %P 2675-2680 %G eng %0 Report %D 2006 %T A formal framework and extensions for function approximation in learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2006-01 %I Department of Computer Science, University of Bath %G eng %0 Report %D 2006 %T A formal framework for reinforcement learning with function approximation in learning classifier systems %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2006-02 %I Department of Computer Science, University of Bath %G eng %0 Conference Paper %B The Ninth International Workshop on Learning Classifier Systems, IWLCS-2006 %D 2006 %T Improving classifier error estimate in XCSF %A Daniele Loiacono %A Jan Drugowitsch %A Alwyn M Barry %A Pier Luca Lanzi %B The Ninth International Workshop on Learning Classifier Systems, IWLCS-2006 %G eng %0 Report %D 2006 %T Mixing independent classifiers %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2006-13 %I Department of Computer Science, University of Bath %G eng %0 Report %D 2006 %T Towards convergence of learning classifier systems value iteration %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2006-03 %I Department of Computer Science, University of Bath %G eng %0 Conference Paper %B Evolutionary Computation Workshop at the European Conference of Artificial Intelligence (ECAI) %D 2006 %T Towards convergence of learning classifier systems value iteration %A Jan Drugowitsch %A Alwyn M Barry %B Evolutionary Computation Workshop at the European Conference of Artificial Intelligence (ECAI) %G eng %0 Conference Paper %B Proceedings of Agent 2005: Generative Social Processes, Models, and Mechanisms %D 2005 %T Integrating life-like action selection into cycle-based agent simulation environments %A Joanna J Bryson %A Tristan J Caulfield %A Jan Drugowitsch %E Michael North %E David L. Sallach %E Charles Macal %B Proceedings of Agent 2005: Generative Social Processes, Models, and Mechanisms %C Argonne National Laboratory %P 67-82 %G eng %0 Conference Paper %B Proceedings of the 2005 conference on Genetic and evolutionary computation %D 2005 %T XCS with eligibility traces %A Jan Drugowitsch %A Alwyn M Barry %B Proceedings of the 2005 conference on Genetic and evolutionary computation %I ACM Press %P 1851 - 1858 %G eng %0 Report %D 2005 %T XCS with eligibility traces %A Jan Drugowitsch %A Alwyn M Barry %B Technical Report CSBU-2005-01 %I Department of Computer Science, University of Bath %G eng