Behavior- and Modality-General Representation of Confidence in Orbitofrontal Cortex

The Rat Brain in Stereotaxic Coordinates

Paxinos, G., & Watson, C. (1983) · Elsevier eBooks · doi:10.1016/c2009-0-63235-9 · Cited by 28,585 · see citing works

The Organization of Networks within the Orbital and Medial Prefrontal Cortex of Rats, Monkeys and Humans

Ongur, D. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.206 · Cited by 2,627 · see citing works

The Bayesian brain: The role of uncertainty in neural coding and computation

Knill, D. C., & Pouget, A. (2004) · Trends in Neurosciences · doi:10.1016/j.tins.2004.10.007 · Cited by 2,588 · see citing works

Bayesian integration in sensorimotor learning

Körding, K. P., & Wolpert, D. M. (2004) · Nature · doi:10.1038/nature02169 · Cited by 2,004 · see citing works

Neurons in the orbitofrontal cortex encode economic value

Padoa-Schioppa, C., & Assad, J. A. (2006) · Nature · doi:10.1038/nature04676 · Cited by 1,598 · see citing works

A century of trends in adult human height

NCD Risk Factor Collaboration (NCD-RisC) (2016) · eLife · doi:10.7554/elife.13410 · Cited by 1,558 · see citing works

A relationship between behavioral choice and the visual responses of neurons in macaque MT

Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049 · see citing works

Representation of Confidence Associated with a Decision by Neurons in the Parietal Cortex

Kiani, R., & Shadlen, M. N. (2009) · Science · doi:10.1126/science.1169405 · Cited by 1,027 · see citing works

Do rats have a prefrontal cortex?

Uylings, H. B. M., Groenewegen, H. J., & Kolb, B. (2003) · Behavioural Brain Research · doi:10.1016/j.bbr.2003.09.028 · Cited by 1,013 · see citing works

Orbitofrontal cortex and its contribution to decision-making.

Wallis, J. D. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.30.051606.094334 · Cited by 938 · see citing works

The Neurobiology of Decision: Consensus and Controversy

Kable, J. W., & Glimcher, P. W. (2009) · Neuron · doi:10.1016/j.neuron.2009.09.003 · Cited by 928 · see citing works

Orbitofrontal Cortex as a Cognitive Map of Task Space

Wilson, R. C., Takahashi, Y. K., Schoenbaum, G., & Niv, Y. (2014) · Neuron · doi:10.1016/j.neuron.2013.11.005 · Cited by 885 · see citing works

Choice, uncertainty and value in prefrontal and cingulate cortex

Rushworth, M. F. S., & Behrens, T. E. J. (2008) · Nature Neuroscience · doi:10.1038/nn2066 · Cited by 866 · see citing works

What is consciousness, and could machines have it?

Dehaene, S., Lau, H., & Kouider, S. (2017) · Science · doi:10.1126/science.aan8871 · Cited by 855 · cited 3× · see citing works

Neural correlates, computation and behavioural impact of decision confidence

Kepecs, A., Uchida, N., Zariwala, H. A., & Mainen, Z. F. (2008) · Nature · doi:10.1038/nature07200 · Cited by 809 · see citing works

The neural basis of metacognitive ability

Fleming, S. M., & Dolan, R. J. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2011.0417 · Cited by 747 · cited 1× · see citing works

Speed and accuracy of olfactory discrimination in the rat

Uchida, N., & Mainen, Z. F. (2003) · Nature Neuroscience · doi:10.1038/nn1142 · Cited by 687 · see citing works

Metacognition in human decision-making: confidence and error monitoring

Yeung, N., & Summerfield, C. (2012) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2011.0416 · Cited by 667 · see citing works

Decision Making as a Window on Cognition

Shadlen, M. N., & Kiani, R. (2013) · Neuron · doi:10.1016/j.neuron.2013.10.047 · Cited by 660 · see citing works

Probing compulsive and impulsive behaviors, from animal models to endophenotypes: A narrative review

Fineberg, N. A., Potenza, M. N., Chamberlain, S. R., Berlin, H. A., Menzies, L., Bechara, A., Sahakian, B. J., Robbins, T. W., Bullmore, E. T., & Hollander, E. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.185 · Cited by 654 · see citing works

Deep Multilayer Brain Proteomics Identifies Molecular Networks in Alzheimer’s Disease Progression

Bai, B., Wang, X., Li, Y., Chen, P.-C., Yu, K., Dey, K. K., Yarbro, J. M., Han, X., Lutz, B. M., Rao, S., et al. (2020) · Neuron · doi:10.1016/j.neuron.2019.12.015 · Cited by 632 · see citing works

Orbitofrontal and striatal circuits dynamically encode the shift between goal-directed and habitual actions

Gremel, C. M., & Costa, R. M. (2013) · Nature Communications · doi:10.1038/ncomms3264 · Cited by 618 · see citing works

Rats and Humans Can Optimally Accumulate Evidence for Decision-Making

Brunton, B. W., Botvinick, M., & Brody, C. D. (2013) · Science · doi:10.1126/science.1233912 · Cited by 607 · see citing works

Demixed principal component analysis of neural population data

Kobak, D., Brendel, W., Constantinidis, C., Feierstein, C. E., Kepecs, Á., Mainen, Z. F., Qi, X.-L., Romo, R., Uchida, N., & Machens, C. K. (2016) · eLife · doi:10.7554/elife.10989 · Cited by 602 · see citing works

What constitutes the prefrontal cortex?

Carlén, M. (2017) · Science · doi:10.1126/science.aan8868 · Cited by 561 · see citing works

Orbitofrontal dysfunction in patients with obsessive-compulsive disorder and their unaffected relatives

Chamberlain, S. R., Menzies, L., Hampshire, A., Suckling, J., Fineberg, N. A., del Campo, N., Aitken, M., Craig, K., Owen, A. M., Bullmore, E. T., et al. (2008) · Science · doi:10.1126/science.1154433 · Cited by 550 · see citing works

Confidence in value-based choice

De Martino, B., Fleming, S. M., Garrett, N., & Dolan, R. J. (2013) · Nature Neuroscience · doi:10.1038/nn.3279 · Cited by 534 · see citing works

What the orbitofrontal cortex does not do

Stalnaker, T. A., Cooch, N. K., & Schoenbaum, G. (2015) · Nature Neuroscience · doi:10.1038/nn.3982 · Cited by 531 · see citing works

Confidence and certainty: Distinct probabilistic quantities for different goals

Pouget, A., Drugowitsch, J., & Kepecs, A. (2016) · Nature Neuroscience · doi:10.1038/nn.4240 · Cited by 528 · see citing works

Orbitofrontal cortex, decision-making and drug addiction

Schoenbaum, G., Roesch, M. R., & Stalnaker, T. A. (2006) · Trends in Neurosciences · doi:10.1016/j.tins.2005.12.006 · Cited by 499 · see citing works

DETERMINATION OF DISCOUNT FUNCTIONS IN RATS WITH AN ADJUSTING‐AMOUNT PROCEDURE

Richards, J. B., Mitchell, S. H., de Wit, H., & Seiden, L. S. (1997) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1997.67-353 · Cited by 493 · see citing works

Self-Evaluation of Decision-Making: A General Bayesian Framework for Metacognitive Computation

Fleming, S. M., & Daw, N. D. (2017) · Psychological Review · doi:10.1037/rev0000045 · Cited by 489 · see citing works

A Fully Automated Approach to Spike Sorting

Chung, J. E., Magland, J. F., Barnett, A. H., Tolosa, V., Tooker, A., Lee, K. Y., Shah, K. G., Felix, S. H., Frank, L. M., & Greengard, L. (2017) · Neuron · doi:10.1016/j.neuron.2017.08.030 · Cited by 477 · see citing works

I NFERENCE AND C OMPUTATION WITH P OPULATION C ODES

Pouget, A., Dayan, P., & Zemel, R. S. (2003) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.26.041002.131112 · Cited by 429 · see citing works

The Orbitofrontal Oracle: Cortical Mechanisms for the Prediction and Evaluation of Specific Behavioral Outcomes

Rudebeck, P. H., & Murray, E. A. (2014) · Neuron · doi:10.1016/j.neuron.2014.10.049 · Cited by 405 · see citing works

Perceptual Decision Making in Rodents, Monkeys, and Humans

Hanks, T. D., & Summerfield, C. (2017) · Neuron · doi:10.1016/j.neuron.2016.12.003 · Cited by 388 · see citing works

Distinct Roles of Rodent Orbitofrontal and Medial Prefrontal Cortex in Decision Making

Sul, J. H., Kim, H., Huh, N., Lee, D., & Jung, M. W. (2010) · Neuron · doi:10.1016/j.neuron.2010.03.033 · Cited by 372 · see citing works

Cross-species studies of orbitofrontal cortex and value-based decision-making

Wallis, J. D. (2011) · Nature Neuroscience · doi:10.1038/nn.2956 · Cited by 356 · see citing works

Confidence as Bayesian probability: From neural origins to behavior

Meyniel, F., Sigman, M., & Mainen, Z. F. (2015) · Neuron · doi:10.1016/j.neuron.2015.09.039 · Cited by 349 · see citing works

Goal-directed learning and obsessive-compulsive disorder

Gillan, C. M., & Robbins, T. W. (2014) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2013.0475 · Cited by 348 · see citing works

Addiction, compulsive drug seeking, and the role of frontostriatal mechanisms in regulating inhibitory control

Feil, J., Sheppard, D., Fitzgerald, P. B., Yücel, M., Lubman, D. I., & Bradshaw, J. L. (2010) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2010.03.001 · Cited by 342 · see citing works

Knowing how much you don't know: a neural organization of uncertainty estimates

Bach, D. R., & Dolan, R. J. (2012) · Nature Reviews Neuroscience · doi:10.1038/nrn3289 · Cited by 339 · see citing works

Modulation of neuronal activity by target uncertainty

Basso, M. A., & Wurtz, R. H. (1997) · Nature · doi:10.1038/37975 · Cited by 335 · see citing works

Orbitofrontal Cortex Supports Behavior and Learning Using Inferred But Not Cached Values

Jones, J. L., Esber, G. R., McDannald, M. A., Gruber, A. J., Hernández, A., Mirenzi, A., & Schoenbaum, G. M. (2012) · Science · doi:10.1126/science.1227489 · Cited by 332 · see citing works

Bridging the gap between theories of sensory cue integration and the physiology of multisensory neurons

Fetsch, C. R., DeAngelis, G. C., & Angelaki, D. E. (2013) · Nature reviews. Neuroscience · doi:10.1038/nrn3503 · Cited by 304 · see citing works

Encoding of Time-Discounted Rewards in Orbitofrontal Cortex Is Independent of Value Representation

Roesch, M. R., Taylor, A. R., & Schoenbaum, G. (2006) · Neuron · doi:10.1016/j.neuron.2006.06.027 · Cited by 297 · see citing works

Orbitofrontal Cortex: A Neural Circuit for Economic Decisions

Padoa‐Schioppa, C., & Conen, K. E. (2017) · Neuron · doi:10.1016/j.neuron.2017.09.031 · Cited by 296 · see citing works

Uncertainty and Hyperbolic Discounting

Dasgupta, P. S., & Maskin, E. S. (2005) · American Economic Review · doi:10.1257/0002828054825637 · Cited by 295 · see citing works

Foundations of Metacognition

(2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199646739.001.0001 · Cited by 281 · see citing works

Expectancy-related changes in firing of dopamine neurons depend on orbitofrontal cortex

Takahashi, Y. K., Roesch, M. R., Wilson, R. C., Toreson, K., O'Donnell, P., Niv, Y., & Schoenbaum, G. (2011) · Nature Neuroscience · doi:10.1038/nn.2957 · Cited by 280 · see citing works

Neural antecedents of self-initiated actions in secondary motor cortex

Murakami, M., Vicente, M. I., Costa, G. M., & Mainen, Z. F. (2014) · Nature Neuroscience · doi:10.1038/nn.3826 · Cited by 272 · see citing works

Coding of Reward Risk by Orbitofrontal Neurons Is Mostly Distinct from Coding of Reward Value

O’Neill, M. J., & Schultz, W. (2010) · Neuron · doi:10.1016/j.neuron.2010.09.031 · Cited by 259 · see citing works

Signatures of a Statistical Computation in the Human Sense of Confidence

Sanders, J. I., Hangya, B., & Kepecs, A. (2016) · Neuron · doi:10.1016/j.neuron.2016.03.025 · Cited by 253 · see citing works

Responses of pulvinar neurons reflect a subject's confidence in visual categorization

Komura, Y., Nikkuni, A., Hirashima, N., Uetake, T., & Miyamoto, A. (2013) · Nature Neuroscience · doi:10.1038/nn.3393 · Cited by 226 · see citing works

Infants ask for help when they know they don’t know

Goupil, L., Romand-Monnier, M., & Kouider, S. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1515129113 · Cited by 226 · see citing works

Frontal cortex neuron types categorically encode single decision variables

Hirokawa, J., Vaughan, A., Masset, P., Ott, T., & Kepecs, Á. (2019) · Nature · doi:10.1038/s41586-019-1816-9 · Cited by 215 · see citing works

When Does Model-Based Control Pay Off?

Kool, W., Cushman, F. A., & Gershman, S. J. (2016) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1005090 · Cited by 211 · see citing works

Orbitofrontal Cortex Is Required for Optimal Waiting Based on Decision Confidence

Lak, A., Costa, G. M., Romberg, E., Koulakov, A. A., Mainen, Z. F., & Kepecs, A. (2014) · Neuron · doi:10.1016/j.neuron.2014.08.039 · Cited by 209 · see citing works

Distinct encoding of decision confidence in human medial prefrontal cortex

Bang, D., & Fleming, S. M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1800795115 · Cited by 207 · see citing works

Dissociable effects of lesions to orbitofrontal cortex subregions on impulsive choice in the rat

Mar, A. C., Walker, A. L. J., Theobald, D. E., Eagle, D. M., & Robbins, T. W. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.6620-10.2011 · Cited by 206 · see citing works

The successor representation: Its computational logic and neural substrates

Gershman, S. J. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.0151-18.2018 · Cited by 191 · see citing works

Stochastic synaptic plasticity underlying compulsion in a model of addiction

Pascoli, V., Hiver, A., Van Zessen, R., Loureiro, M., Achargui, R., Harada, M., Flakowski, J., & Lüscher, C. (2018) · Nature · doi:10.1038/s41586-018-0789-4 · Cited by 185 · see citing works

Individual consistency in the accuracy and distribution of confidence judgments

Ais, J., Zylberberg, A., Barttfeld, P., & Sigman, M. (2016) · Cognition · doi:10.1016/j.cognition.2015.10.006 · Cited by 174 · see citing works

Behavioral and neurophysiological correlates of regret in rat decision-making on a neuroeconomic task

Steiner, A. P., & Redish, A. D. (2014) · Nature Neuroscience · doi:10.1038/nn.3740 · Cited by 171 · see citing works

Midbrain dopamine neurons signal belief in choice accuracy during a perceptual decision

Lak, A., Nomoto, K., Keramati, M., Sakagami, M., & Kepecs, A. (2017) · Current Biology · doi:10.1016/j.cub.2017.02.026 · Cited by 170 · see citing works

The Sense of Confidence during Probabilistic Learning: A Normative Account

Meyniel, F., Schlunegger, D., & Dehaene, S. (2015) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1004305 · Cited by 163 · see citing works

Neuronal Activity in Primate Orbitofrontal Cortex Reflects the Value of Time

Roesch, M. R., & Olson, C. R. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00373.2005 · Cited by 155 · see citing works

Neural mediators of changes of mind about perceptual decisions

Fleming, S. M., van der Putten, E. J., & Daw, N. D. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0104-6 · Cited by 155 · see citing works

Representation of retrieval confidence by single neurons in the human medial temporal lobe

Rutishauser, U., Ye, S., Koroma, M., Tudusciuc, O., Ross, I. B., Chung, J. M., & Mamelak, A. N. (2015) · Nature Neuroscience · doi:10.1038/nn.4041 · Cited by 147 · see citing works

The medial prefrontal cortex shapes dopamine reward prediction errors under state uncertainty

Starkweather, C. K., Gershman, S. J., & Uchida, N. (2018) · Neuron · doi:10.1016/j.neuron.2018.03.036 · Cited by 136 · see citing works

Dopaminergic and Prefrontal Basis of Learning from Sensory Confidence and Reward Value

Lak, A., Okun, M., Moss, M. M., Gurnani, H., Farrell, K., Wells, M. J., Reddy, C. B., Kepecs, Á., Harris, K. D., & Carandini, M. (2019) · Neuron · doi:10.1016/j.neuron.2019.11.018 · Cited by 128 · see citing works

Optimal cue integration in ants

Wystrach, A., Mangan, M., & Webb, B. (2015) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2015.1484 · Cited by 128 · see citing works

Neuronal Correlates of Metacognition in Primate Frontal Cortex

Middlebrooks, P. G., & Sommer, M. A. (2012) · Neuron · doi:10.1016/j.neuron.2012.05.028 · Cited by 124 · see citing works

Behavioral and Neural Indices of Metacognitive Sensitivity in Preverbal Infants

Goupil, L., & Kouider, S. (2016) · Current Biology · doi:10.1016/j.cub.2016.09.004 · Cited by 116 · see citing works

A Mathematical Framework for Statistical Decision Confidence

Hangya, B., Sanders, J. I., & Kepecs, Á. (2016) · Neural Computation · doi:10.1162/neco_a_00864 · Cited by 107 · see citing works

Causal neural network of metamemory for retrospection in primates

Miyamoto, K., Osada, T., Setsuie, R., Takeda, M., Tamura, K., Adachi, Y., & Miyashita, Y. (2017) · Science · doi:10.1126/science.aal0162 · Cited by 106 · see citing works

Reinforcement biases subsequent perceptual decisions when confidence is low, a widespread behavioral phenomenon

Lak, A., Hueske, E., Hirokawa, J., Masset, P., Ott, T., Urai, A. E., Donner, T. H., Carandini, M., Tonegawa, S., Uchida, N., et al. (2020) · eLife · doi:10.7554/elife.49834 · Cited by 95 · see citing works

Distinct Sources of Deterministic and Stochastic Components of Action Timing Decisions in Rodent Frontal Cortex

Murakami, M., Shteingart, H., Loewenstein, Y., & Mainen, Z. F. (2017) · Neuron · doi:10.1016/j.neuron.2017.04.040 · Cited by 90 · see citing works

Single-Neuron Representation of Memory Strength and Recognition Confidence in Left Human Posterior Parietal Cortex

Rutishauser, U., Aflalo, T., Rosario, E. R., Pouratian, N., & Andersen, R. A. (2017) · Neuron · doi:10.1016/j.neuron.2017.11.029 · Cited by 85 · see citing works

Single-Cell and Population Coding of Expected Reward Probability in the Orbitofrontal Cortex of the Rat

van Duuren, E., Plasse, G., Lankelma, J. V., Joosten, R. N. J. M. A., Feenstra, M. G. P., & Pennartz, C. M. A. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.0005-09.2009 · Cited by 76 · see citing works

A low-cost programmable pulse generator for physiology and behavior

Sanders, J. I., & Kepecs, Á. (2014) · Frontiers in Neuroengineering · doi:10.3389/fneng.2014.00043 · Cited by 76 · see citing works

Neuronal remapping and circuit persistence in economic decisions

Xie, J., & Padoa‐Schioppa, C. (2016) · Nature Neuroscience · doi:10.1038/nn.4300 · Cited by 75 · see citing works

An Analysis of Decision under Risk in Rats

Constantinople, C. M., Piet, A. T., & Brody, C. D. (2019) · Current Biology · doi:10.1016/j.cub.2019.05.013 · Cited by 75 · see citing works

Learning optimal decisions with confidence

Drugowitsch, J., Mendonça, A. G., Mainen, Z. F., & Pouget, A. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1906787116 · Cited by 75 · see citing works

Reversible Silencing of the Frontopolar Cortex Selectively Impairs Metacognitive Judgment on Non-experience in Primates

Miyamoto, K., Setsuie, R., Osada, T., & Miyashita, Y. (2018) · Neuron · doi:10.1016/j.neuron.2017.12.040 · Cited by 74 · see citing works

Task complexity interacts with state-space uncertainty in the arbitration between model-based and model-free learning

Kim, D., Park, G. Y., O’Doherty, J. P., & Lee, S. W. (2019) · Nature Communications · doi:10.1038/s41467-019-13632-1 · Cited by 64 · see citing works

The neural dynamics of reward value and risk coding in the human orbitofrontal cortex

Li, Y., Vanni-Mercier, G., Isnard, J., Mauguı̀ere, F., & Dreher, J. (2016) · Brain · doi:10.1093/brain/awv409 · Cited by 63 · see citing works

Anoetic, noetic, and autonoetic metacognition

Metcalfe, J., & Son, L. K. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199646739.003.0019 · Cited by 61 · see citing works

Risk‐preference differentiates orbitofrontal cortex responses to freely chosen reward outcomes

Roitman, J. D., & Roitman, M. F. (2010) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2010.07169.x · Cited by 57 · see citing works

Neural mechanisms of economic choices in mice

Kuwabara, M., Kang, N., Holy, T. E., & Padoa-Schioppa, C. (2020) · eLife · doi:10.7554/elife.49669 · Cited by 56 · see citing works

Choice ball: a response interface for two-choice psychometric discrimination in head-fixed mice

Sanders, J. I., & Kepecs, Á. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00669.2012 · Cited by 52 · see citing works

Decoding Continuous Variables from Neuroimaging Data: Basic and Clinical Applications

Cohen, J. R., Asarnow, R. F., Sabb, F. W., Bilder, R. M., Bookheimer, S. Y., Knowlton, B. J., & Poldrack, R. A. (2011) · Frontiers in Neuroscience · doi:10.3389/fnins.2011.00075 · Cited by 44 · see citing works

Performance Monitoring in Monkey Frontal Eye Field

Teichert, T., Yu, D., & Ferrera, V. P. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.3694-13.2014 · Cited by 39 · see citing works

A Drosophila screen identifies NKCC1 as a modifier of NGLY1 deficiency

Talsness, D. M., Owings, K. G., Coelho, E., Mercenne, G., Pleinis, J. M., Partha, R., Hope, K. A., Zuberi, A. R., Clark, N. L., Lutz, C. M., et al. (2020) · eLife · doi:10.7554/elife.57831 · Cited by 39 · see citing works

Unimodal clustering using isotonic regression: ISO-SPLITPreprint

Magland, J. F., & Barnett, A. H. (2015) · arXiv (Cornell University) · doi:10.48550/arxiv.1508.04841 · Cited by 23 · see citing works

The Neurobiology of Confidence: From Beliefs to NeuronsPreprint

Ott, T., Masset, P., & Kepecs, Á. (2018) · Cold Spring Harbor Symposia on Quantitative Biology · doi:10.1101/sqb.2018.83.038794 · Cited by 16 · see citing works

Superior colliculus signals decisions rather than confidence: analysis of single neurons

Grimaldi, P., Cho, S. H., Lau, H. C., & Basso, M. A. (2018) · Journal of Neurophysiology · doi:10.1152/jn.00152.2018 · Cited by 12 · see citing works

A computational framework for understanding decision confidence

Sanders, J. I. (2014) · Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory) · Cited by 2 · see citing works

Metacognition and Confidence: A Review and Synthesis

Fleming, S. M. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-022423-032425 · Cited by 256 · see citing works

Striatal dopamine mediates hallucination-like perception in mice

Schmack, K., Bosc, M., Ott, T., Sturgill, J. F., & Kepecs, Á. (2021) · Science · doi:10.1126/science.abf4740 · Cited by 255 · see citing works

Subjective confidence reflects representation of Bayesian probability in cortex

Geurts, L. S., Cooke, J. R. H., van Bergen, R. S., & Jehee, J. F. M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-021-01247-w · Cited by 104 · see citing works

Unpacking the complexities of consciousness: Theories and reflections

Mudrik, L., Boly, M., Dehaene, S., Fleming, S. M., Lamme, V., Seth, A., & Melloni, L. (2025) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2025.106053 · Cited by 81 · see citing works

Consensus Goals in the Field of Visual Metacognition

Rahnev, D., Balsdon, T., Charles, L., de Gardelle, V., Denison, R., Desender, K., Faivre, N., Filevich, E., Fleming, S. M., Jehee, J., et al. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916221075615 · Cited by 63 · see citing works

Serotonergic projections to the orbitofrontal and medial prefrontal cortices differentially modulate waiting for future rewards

Miyazaki, K., Miyazaki, K. W., Sivori, G., Yamanaka, A., Tanaka, K. F., & Doya, K. (2020) · Science Advances · doi:10.1126/sciadv.abc7246 · Cited by 60 · see citing works

Is the core function of orbitofrontal cortex to signal values or make predictions?

Zhou, J., Gardner, M. P., & Schoenbaum, G. (2021) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2021.02.011 · Cited by 57 · see citing works

Computational validity: using computation to translate behaviours across species

Redish, A. D., Kepecs, Á., Anderson, L. M., Calvin, O. L., Grissom, N. M., Haynos, A. F., Heilbronner, S. R., Herman, A. B., Jacob, S., Ma, S., et al. (2021) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2020.0525 · Cited by 59 · see citing works

A cortical circuit mechanism for structural knowledge-based flexible sensorimotor decision-making

Liu, Y., Xin, Y., & Xu, N.-L. (2021) · Neuron · doi:10.1016/j.neuron.2021.04.014 · Cited by 57 · see citing works

Studying the neural representations of uncertainty

Walker, E. Y., Pohl, S., Denison, R. N., Barack, D. L., Lee, J., Block, N., Ma, W. J., & Meyniel, F. (2023) · Nature Neuroscience · doi:10.1038/s41593-023-01444-y · Cited by 56 · see citing works

Bio-inspired approaches for explosives detection

Wasilewski, T., Gębicki, J., & Kamysz, W. (2021) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2021.116330 · Cited by 54 · see citing works

Corticostriatal Activity Driving Compulsive Reward Seeking

Harada, M., Pascoli, V., Hiver, A., Flakowski, J., & Lüscher, C. (2021) · Biological Psychiatry · doi:10.1016/j.biopsych.2021.08.018 · Cited by 44 · see citing works

Attractor dynamics reflect decision confidence in macaque prefrontal cortex

Wang, S., Falcone, R., Richmond, B. J., & Averbeck, B. B. (2023) · Nature Neuroscience · doi:10.1038/s41593-023-01445-x · Cited by 40 · see citing works

Partially Overlapping Neural Correlates of Metacognitive Monitoring and Metacognitive Control

Boldt, A., & Gilbert, S. J. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1326-21.2022 · Cited by 43 · see citing works

Processing in Lateral Orbitofrontal Cortex Is Required to Estimate Subjective Preference during Initial, but Not Established, Economic Choice

Gardner, M., Sanchez, D. C., Conroy, J. C., Wikenheiser, A. M., Zhou, J., & Schoenbaum, G. M. (2020) · Neuron · doi:10.1016/j.neuron.2020.08.010 · Cited by 37 · see citing works

Recent Advances at the Interface of Neuroscience and Artificial Neural Networks

Cohen, Y., Engel, T. A., Langdon, C., Lindsay, G. W., Ott, T., Peters, M. A. K., Shine, J. M., Breton‐Provencher, V., & Ramaswamy, S. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1503-22.2022 · Cited by 38 · see citing works

Contribution of non-sensory neurons in visual cortical areas to visually guided decisions in the rat

Osako, Y., Ohnuki, T., Tanisumi, Y., Shiotani, K., Manabe, H., Sakurai, Y., & Hirokawa, J. (2021) · Current Biology · doi:10.1016/j.cub.2021.03.099 · Cited by 34 · see citing works

The learning of prospective and retrospective cognitive maps within neural circuits

Namboodiri, V. M. K., & Stuber, G. D. (2021) · Neuron · doi:10.1016/j.neuron.2021.09.034 · Cited by 31 · see citing works

Separable neural signatures of confidence during perceptual decisions

Balsdon, T., Mamassian, P., & Wyart, V. (2021) · eLife · doi:10.7554/elife.68491 · Cited by 35 · see citing works

Metacognitive resources for adaptive learning⋆

Cortese, A. (2021) · Neuroscience Research · doi:10.1016/j.neures.2021.09.003 · Cited by 34 · see citing works

Dysfunction of Orbitofrontal GABAergic Interneurons Leads to Impaired Reversal Learning in a Mouse Model of Obsessive-Compulsive Disorder

Yang, Z., Wu, G., Liu, M., Sun, X., Xu, Q., Zhang, C., & Lei, H. (2020) · Current Biology · doi:10.1016/j.cub.2020.10.045 · Cited by 33 · see citing works

Logistic analysis of choice data: A primer

Padoa‐Schioppa, C. (2022) · Neuron · doi:10.1016/j.neuron.2022.03.002 · Cited by 32 · see citing works

Metacognition as a Consequence of Competing Evolutionary Time Scales

Kuchling, F., Fields, C., & Levin, M. G. (2022) · Entropy · doi:10.3390/e24050601 · Cited by 29 · see citing works

Natural statistics support a rational account of confidence biases

Webb, T. W., Miyoshi, K., So, T. Y., Rajananda, S., & Lau, H. (2023) · Nature Communications · doi:10.1038/s41467-023-39737-2 · Cited by 31 · see citing works

Rats use memory confidence to guide decisions

Joo, H. R., Liang, H., Chung, J. E., Geaghan-Breiner, C., Fan, J. L., Nachman, B. P., Kepecs, Á., & Frank, L. M. (2021) · Current Biology · doi:10.1016/j.cub.2021.08.013 · Cited by 26 · see citing works

Relative salience signaling within a thalamo-orbitofrontal circuit governs learning rate

Namboodiri, V. M. K., Hobbs, T. G., Trujillo‐Pisanty, I., Simon, R. C., Hjort, M. M., & Stuber, G. D. (2021) · Current Biology · doi:10.1016/j.cub.2021.09.037 · Cited by 25 · see citing works

Metacognition and confidence: A review and synthesisPreprint

Fleming, S. M. (2023) · doi:10.31234/osf.io/ge7tz · Cited by 27 · see citing works

Towards characterizing the canonical computations generating phenomenal experience

Peters, M. A. K. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104903 · Cited by 23 · see citing works

Neural and computational underpinnings of biased confidence in human reinforcement learning

Ting, C.-C., Salem-Garcia, N., Palminteri, S., Engelmann, J. B., & Lebreton, M. P. (2023) · Nature Communications · doi:10.1038/s41467-023-42589-5 · Cited by 22 · see citing works

Functional alterations of the prefrontal circuit underlying cognitive aging in mice

Chong, H. R., Ranjbar-Slamloo, Y., Ho, M. Z. H., Ouyang, X., & Kamigaki, T. (2023) · Nature Communications · doi:10.1038/s41467-023-43142-0 · Cited by 19 · see citing works

Time-sensitive prefrontal involvement in associating confidence with task performance illustrates metacognitive introspection in monkeys

Cai, Y., Jin, Z., Zhai, C., Wang, H., Wang, J., Tang, Y., & Kwok, S. C. (2022) · Communications Biology · doi:10.1038/s42003-022-03762-6 · Cited by 21 · see citing works

Localized and global representation of prior value, sensory evidence, and choice in male mouse cerebral cortex

Ishizu, K., Nishimoto, S., Ueoka, Y., & Funamizu, A. (2024) · Nature Communications · doi:10.1038/s41467-024-48338-6 · Cited by 17 · see citing works

Apparent sunk cost effect in rational agents

Ott, T., Masset, P., Gouvêa, T. S., & Kepecs, Á. (2022) · Science Advances · doi:10.1126/sciadv.abi7004 · Cited by 18 · see citing works

The orbitofrontal cortex updates beliefs for state inference

Schiereck, S. S., Pérez-Rivera, D. T., Mah, A., DeMaegd, M. L., Hocker, D. L., Ward, R. M., Savin, C., & Constantinople, C. M. (2025) · Neuron · doi:10.1016/j.neuron.2025.10.024 · Cited by 11 · see citing works

Feeling lucky? Prospective and retrospective cues for sensorimotor confidence

Fassold, M. E., Locke, S. M., & Landy, M. S. (2023) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1010740 · Cited by 11 · see citing works

Modality independent or modality specific? Common computations underlie confidence judgements in visual and auditory decisions

West, R. K., Harrison, W. J., Matthews, N. L., Mattingley, J. B., & Sewell, D. K. (2023) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1011245 · Cited by 12 · see citing works

Different Effects of Alcohol Exposure on Action and Outcome-Related Orbitofrontal Cortex Activity

Cazares, C., Schreiner, D. C., & Gremel, C. M. (2021) · eNeuro · doi:10.1523/eneuro.0052-21.2021 · Cited by 12 · see citing works

History biases reveal novel dissociations between perceptual and metacognitive decision-making

Benwell, C., Beyer, R., Wallington, F., & Ince, R. A. A. (2023) · Journal of Vision · doi:10.1167/jov.23.5.14 · Cited by 12 · see citing works

The representation of decision variables in orbitofrontal cortex is longitudinally stable

Zhang, M., Livi, A., Carter, M., Schoknecht, H., Burkhalter, A., Holy, T. E., & Padoa‐Schioppa, C. (2024) · Cell Reports · doi:10.1016/j.celrep.2024.114772 · Cited by 11 · see citing works

Integration of sensory evidence and reward expectation in mouse perceptual decision-making task with various sensory uncertainties

Funamizu, A. (2021) · iScience · doi:10.1016/j.isci.2021.102826 · Cited by 10 · see citing works

Uncertainty-modulated prediction errors in cortical microcircuits

Wilmes, K. A., Petrovici, M. A., Sachidhanandam, S., & Senn, W. (2025) · eLife · doi:10.1101/2023.05.11.540393 · Cited by 10 · see citing works

The critical role of the orbitofrontal cortex for regret in an economic decision-making task

Zhang, T., Zhang, Q., Wu, J., Wang, M., Li, W., Yan, J., Zhang, J., Jin, Z., & Li, L. (2022) · Brain Structure and Function · doi:10.1007/s00429-022-02568-w · Cited by 10 · see citing works

Sensory population activity reveals downstream confidence computations in the primate visual system

Boundy-Singer, Z. M., Ziemba, C. M., & Goris, R. L. T. (2025) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2426441122 · Cited by 13 · see citing works

Natural Gradient Enables Fast Sampling in Spiking Neural Networks

Masset, P., Zavatone-Veth, J. A., Connor, J. P., Murthy, V. N., & Pehlevan, C. (2022) · neural information processing systems · doi:10.52202/068431-1600 · Cited by 8 · see citing works

Subjective confidence reflects representation of Bayesian probability in cortexPreprint

Geurts, L. S., Cooke, J. R. H., van Bergen, R. S., & Jehee, J. F. M. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.04.10.439272 · Cited by 8 · see citing works

Hierarchy of prediction errors shapes the learning of context-dependent sensory representationsPreprint

Tsai, M. C., Teutsch, J., Wybo, W. A. M., Helmchen, F., Banerjee, A., & Senn, W. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.09.30.615819 · Cited by 8 · see citing works

Computational Psychiatry Across Species to Study the Biology of Hallucinations

Schmack, K., Ott, T., & Kepecs, Á. (2021) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2021.3200 · Cited by 7 · see citing works

Aging disrupts the link between network centrality and functional properties of prefrontal neurons during memory-guided behavior

Ranjbar-Slamloo, Y., Chong, H. R., & Kamigaki, T. (2025) · Communications Biology · doi:10.1038/s42003-025-07498-x · Cited by 5 · see citing works

Knowing what you don’t know: Estimating the uncertainty of feedforward and feedback inputs with prediction-error circuitsPreprint

Hertäg, L., Wilmes, K. A., & Claudia Clopath, A. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.12.13.571410 · Cited by 7 · see citing works

Optimal policy for uncertainty estimation concurrent with decision making

Li, X., Su, R., Chen, Y., & Yang, T. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112232 · Cited by 6 · see citing works

Uncertainty estimation with prediction-error circuits

Hertäg, L., Wilmes, K. A., & Clopath, C. (2025) · Nature Communications · doi:10.1038/s41467-025-58311-6 · Cited by 15 · see citing works

Over-representation of fundamental decision variables in the prefrontal cortex underlies decision bias

Ohnuki, T., Osako, Y., Manabe, H., Sakurai, Y., & Hirokawa, J. (2021) · Neuroscience Research · doi:10.1016/j.neures.2021.07.002 · Cited by 4 · see citing works

Cortico-striatal activity driving compulsive reward seekingPreprint

Harada, M., Pascoli, V., Hiver, A., Flakowski, J., & Lüscher, C. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/789495 · Cited by 6 · see citing works

Novel and optimized mouse behavior enabled by fully autonomous HABITS: Home-cage assisted behavioral innovation and testing systemPreprint

Yu, B., Li, P., Xu, H., Wang, Y., Xu, K., & Hao, Y. (2025) · eLife · doi:10.7554/elife.104833 · Cited by 6 · see citing works

The neural basis for uncertainty processing in hierarchical decision making

Wang, M. B., Lynch, N., & Halassa, M. M. (2025) · Nature Communications · doi:10.1038/s41467-025-63994-y · Cited by 6 · see citing works

Conversion of concept-specific decision confidence into integrative introspection in primates

Miyamoto, K., Setsuie, R., & Miyashita, Y. (2022) · Cell Reports · doi:10.1016/j.celrep.2022.110581 · Cited by 5 · see citing works

A goal pointer for a cognitive map in the orbitofrontal cortex

Basu, R., & Ito, H. (2023) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2023.102803 · Cited by 5 · see citing works

Confidence and metacognition

Miyoshi, K., Webb, T. W., Rahnev, D., & Lau, H. C. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-820480-1.00049-8 · Cited by 6 · see citing works

Orbitofrontal-sensory cortical interactions in learning and adaptive decision-making

Rao, R., Six, H., Cortese, A., & Banerjee, A. (2025) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.10.017 · Cited by 4 · see citing works

Arc regulates a second-guessing cognitive bias during naturalistic foraging through effects on discrete behavior modules

Ravens, A., Hörndli, C. S., Emery, J., Steinwand, S., Shepherd, J. D., & Gregg, C. J. (2023) · iScience · doi:10.1016/j.isci.2023.106761 · Cited by 4 · see citing works

Is the core function of orbitofrontal cortex to signal values or make predictions?Preprint

Zhou, J., Gardner, M., & Schoenbaum, G. M. (2020) · doi:10.31234/osf.io/nzjm9 · Cited by 5 · see citing works

Global neural encoding of behavioral strategies in mice during perceptual decision-making task with two different sensory patterns

Wang, S., Gao, H., Ueoka, Y., Ishizu, K., & Funamizu, A. (2024) · iScience · doi:10.1016/j.isci.2024.111182 · Cited by 3 · see citing works

Adaptive neurons compute confidence in a decision network

Li, L., & Wang, D. (2021) · Scientific Reports · doi:10.1038/s41598-021-01523-9 · Cited by 3 · see citing works

Brain-inspired warm-up training with random noise for uncertainty calibration

Cheon, J., & Paik, S.-B. (2026) · Nature Machine Intelligence · doi:10.1038/s42256-026-01215-x · Cited by 3 · see citing works

Late ERP correlates of confidence for auditory categorization of complex sounds

Zakrzewski, A. C., Maniscalco, B., & Wisniewski, M. G. (2023) · Neuroscience Letters · doi:10.1016/j.neulet.2023.137294 · Cited by 2 · see citing works

Alcohol Dependence Differentially Alters Action and Outcome Related Orbitofrontal Cortex ActivityPreprint

Cazares, C., Schreiner, D. C., & Gremel, C. M. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.07.03.186148 · Cited by 2 · see citing works

Partially overlapping neural correlates of metacognitive monitoring and metacognitive controlPreprint

Boldt, A., & Gilbert, S. J. (2020) · doi:10.31234/osf.io/3dz9b · Cited by 2 · see citing works

Global neural encoding of model-free and inference-based strategies in micePreprint

Wang, S., Gao, H., Ishizu, K., & Funamizu, A. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.02.08.579559 · Cited by 2 · see citing works

Uncertainty-modulated prediction errors in cortical microcircuitsPreprint

Wilmes, K. A., Petrovici, M. A., Sachidhanandam, S., & Senn, W. (2024) · eLife · doi:10.7554/elife.95127 · Cited by 2 · see citing works

Statistical neuroscience in the single trial limit

Williams, A. H., & Linderman, S. W. (2021) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2021.10.008 · Cited by 22 · see citing works

Cracking and Packing Information about the Features of Expected Rewards in the Orbitofrontal Cortex

Shimbo, A., Takahashi, Y. K., Langdon, A., Stalnaker, T. A., & Schoenbaum, G. M. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.0714-24.2024 · Cited by 1 · see citing works

Touch-driven advantages in reaction time but not in performance in a cross-sensory comparison of reinforcement learning

Sun, W., Ripp, I., Borrmann, A., Moll, M., & Fairhurst, M. T. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e41330 · Cited by 1 · see citing works

The strength of confidence is involved in controlling the intensity of attentional allocation

Yoshida, K., & Saito, R. (2025) · Scientific Reports · doi:10.1038/s41598-025-86160-2 · Cited by 1 · see citing works

An Automatic Domain-General Error Signal Is Shared across Tasks and Predicts Confidence in Different Sensory Modalities

Davidson, M., Aiyer, S., & Yeung, N. (2025) · eNeuro · doi:10.1523/eneuro.0124-25.2025 · Cited by 1 · see citing works

Neural correlates of Bayesian social belief updating in the medial prefrontal cortex

Hofmans, L., & van den Bos, W. (2025) · Cerebral Cortex · doi:10.1093/cercor/bhaf251 · Cited by 1 · see citing works

Prefrontal cortex encodes behavior states decoupled from motor execution

Rautio, I. V., Nevjen, F., Hem, I. G., Dunn, B. A., & Whitlock, J. R. (2026) · Cell Reports · doi:10.1016/j.celrep.2026.117138 · Cited by 1 · see citing works

A cortical circuit for orchestrating oromanual food manipulation

An, X., Li, Y., Matho, K. S., Mohan, H., Xu, X. H., Boato, F., Whishaw, I. Q., Kepecs, Á., & Huang, Z. J. (2026) · Neuron · doi:10.1016/j.neuron.2026.02.010 · Cited by 1 · see citing works

Behavioral, neural and neurochemical basis of effort-related decision making

Hauber, W. (2026) · Reviews in the Neurosciences · doi:10.1515/revneuro-2026-0030 · Cited by 3 · see citing works

Towards an integrative neuroscience of metacognition

Fleming, S. M. (2026) · Nature reviews. Neuroscience · doi:10.1038/s41583-026-01081-x · Cited by 2 · see citing works

UNDERSTANDING LOW ACADEMIC ACHIEVEMENT BASED ON PASS AND ERICKSONIAN HUMANISTIC THERAPY

Rodríguez, S. M., Pérez-Alvarez, F., & Gallart, C. T. (2021) · Journal of Southwest Jiaotong University · doi:10.35741/issn.0258-2724.56.4.46 · Cited by 1 · see citing works

Pre-action Neuronal Encoding of Task Situation Uncertainty in the Medial Prefrontal Cortex of Rats

Hua, Q., Yu, P., Zhang, J., Li, B., & Peng, J. (2025) · Neuroscience Bulletin · doi:10.1007/s12264-025-01463-8 · Cited by 1 · see citing works

Unethical amnesia brain: Memory and metacognitive distortion induced by dishonestyPreprint

Xu, X. J., Mobbs, D., & Wu, H. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.03.03.583239 · Cited by 2 · see citing works

A cognitive process model captures near-optimal confidence-guided waiting in ratsPreprint

Boyd-Meredith, J. T., Piet, A. T., Kopec, C. D., & Brody, C. D. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.06.07.597954 · Cited by 1 · see citing works

Uncertainty-modulated prediction errors in cortical microcircuitsPreprint

Wilmes, K. A., Petrovici, M. A., Sachidhanandam, S., & Senn, W. (2025) · eLife · doi:10.7554/elife.95127.3 · Cited by 1 · see citing works

The orbitofrontal cortex forms a context-generalized spatial schema that preserves topology and distancePreprint

Basu, R., Mozaffarilegha, M., Bölükbaşı, I., Üstüner, C., & Ito, H. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.09.15.676202 · Cited by 1 · see citing works

Task-similarity dependent reconfiguration of compositional modules and geometry in frontal cortexPreprint

Chen, X., Yao, X., Yin, X., & Guo, Z. V. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.11.06.687080 · Cited by 1 · see citing works

Visually-evoked choice behavior driven by distinct population computations with non-sensory neurons in visual cortical areasPreprint

Osako, Y., Ohnuki, T., Tanisumi, Y., Shiotani, K., Manabe, H., Sakurai, Y., & Hirokawa, J. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.06.15.151811

Total recall: episodic memory retrieval, choice, and memory confidence in the ratPreprint

Joo, H. R., Liang, H.-X., Chung, J. E., Geaghan-Breiner, C., Fan, J., Nachman, B., Kepecs, A., & Frank, L. (2020) · bioRxiv · doi:10.1101/2020.12.14.420174

An Optimal Policy Model for Concurrent Uncertainty Estimation During Decision MakingPreprint

Li, X., Su, R., Chen, Y., & Yang, T. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.10.14.464349

Sensory Modality Influence on Human Reinforcement Learning: Different Response Time but Consistent PerformancePreprint

Sun, W., Ripp, I., Borrmann, A., Moll, M., & Fairhurst, M. T. (2023) · Research Square · doi:10.21203/rs.3.rs-3714585/v1

Confidence and metacognitionPreprint

Miyoshi, K., Webb, T. W., Rahnev, D., & Lau, H. C. (2024) · doi:10.31234/osf.io/y3drq

Uncertainty-modulated prediction errors in cortical microcircuitsPreprint

Wilmes, K. A., Petrovici, M. A., Sachidhanandam, S., & Senn, W. (2024) · eLife · doi:10.7554/elife.95127.1

Control of behavioral uncertainty by divergent frontal circuitsPreprint

Wang, Y., & Sun, Q. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.03.29.587380

Touch-Driven Advantages in Reaction Time but not Performance in a Cross-Sensory Comparison of Reinforcement LearningPreprint

Sun, W., Ripp, I., Borrmann, A., Moll, M., & Fairhurst, M. T. (2024) · Research Square · doi:10.21203/rs.3.rs-3714585/v2

Uncertainty-modulated prediction errors in cortical microcircuitsPreprint

Wilmes, K. A., Petrovici, M. A., Sachidhanandam, S., & Senn, W. (2024) · eLife · doi:10.7554/elife.95127.2

Novel and optimized mouse behavior enabled by fully autonomous HABITS: Home-cage assisted behavioral innovation and testing system

Yu, B., Li, P., Xu, H., Wang, Y., Xu, K., & Hao, Y. (2025) · eLife · doi:10.7554/elife.104833.3

Prefrontal Cortex Encodes Behavior States Decoupled from MovementPreprint

Rautio, I. V., Nevjen, F., Hem, I. G., Dunn, B. A., & Whitlock, J. R. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.11.11.623038

Bounded optimality of time investments in rats, mice, and humansPreprint

Ott, T., Bosc, M., Sanders, J. I., Masset, P., & Kepecs, Á. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.12.09.627552

A common algorithm for confidence judgements across visual, auditory and audio-visual decisionsPreprint

West, R. K., Matthews, N. L., Mattingley, J. B., & Sewell, D. K. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.02.12.637846

Novel and optimized mouse behavior enabled by fully autonomous HABITS: Home-cage Assisted Behavioral Innovation and Testing SystemPreprint

Yu, B., Li, P., Xu, H., Wang, Y., Xu, K., & Hao, Y. (2025) · eLife · doi:10.7554/elife.104833.1

Orbitofrontal Cortex Is Required for Optimal Waiting Based on Decision Confidence

Lak, A., Costa, G. M., Romberg, E., Koulakov, A. A., Mainen, Z. F., & Kepecs, A. (2014) · Neuron · doi:10.1016/j.neuron.2014.08.039 · Cited by 209 · see citing works

Neural correlates, computation and behavioural impact of decision confidence

Kepecs, A., Uchida, N., Zariwala, H. A., & Mainen, Z. F. (2008) · Nature · doi:10.1038/nature07200 · Cited by 809 · see citing works

Behavioral expression of decision confidence engages disentangled confidence coding in the orbitofrontal cortexPreprint

Ohnuki, T., Osako, Y., Shiotani, K., Tanisumi, Y., Takamiya, S., Manabe, H., Sakurai, Y., & Hirokawa, J. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.08.29.673022

Frontal population organization supports the behavioral expression of confidencePreprint

Ohnuki, T., Osako, Y., Shiotani, K., Tanisumi, Y., Takamiya, S., Manabe, H., Johansen, J. P., Minamimoto, T., Sakurai, Y., & Hirokawa, J. (2026) · Research Square · doi:10.21203/rs.3.rs-10612934/v1

Dissociation of Value and Confidence Signals in the Orbitofrontal Cortex during Decision-Making: An Intracerebral Electrophysiology Study in Humans

Landron, T., Lopez‐Persem, A., Domenech, P., Lehongre, K., Navarro, V., Rheims, S., Kahane, P., Bastin, J., & Pessiglione, M. (2025) · Journal of Neuroscience · doi:10.1523/jneurosci.1740-24.2025 · Cited by 3 · see citing works