Integrating the global neuronal workspace into the framework of predictive processing: towards a working hypothesis

The free-energy principle: a unified brain theory?

Friston, K. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2787 · Cited by 8,120 · see citing works

Whatever next? Predictive brains, situated agents, and the future of cognitive science

Clark, A. (2013) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12000477 · Cited by 5,924 · see citing works

Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects

Rao, R. P. N., & Ballard, D. H. (1999) · Nature Neuroscience · doi:10.1038/4580 · Cited by 5,483 · see citing works

A theory of cortical responses.

Friston, K. (2005) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2005.1622 · Cited by 4,578 · see citing works

Untitled work

(1988) · Cited by 3,656 · see citing works

Experimental and theoretical approaches to conscious processing

Dehaene, S., & Changeux, J.-P. (2011) · Neuron · doi:10.1016/j.neuron.2011.03.018 · Cited by 2,573 · see citing works

Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework

Dehaene, S. (2001) · Cognition · doi:10.1016/s0010-0277(00)00123-2 · Cited by 2,498 · see citing works

Conscious, preconscious, and subliminal processing: a testable taxonomy

Dehaene, S., Changeux, J.-P., Naccache, L., Sackur, J., & Sergent, C. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.03.007 · Cited by 2,067 · see citing works

The Architecture of Cognitive Control in the Human Prefrontal Cortex

Koechlin, E., Ody, C., & Kouneiher, F. (2003) · Science · doi:10.1126/science.1088545 · Cited by 1,922 · see citing works

The Predictive Mind

Hohwy, J. (2013) · doi:10.1093/acprof:oso/9780199682737.001.0001 · Cited by 1,914 · see citing works

Interoceptive predictions in the brain

Barrett, L. F., & Simmons, W. K. (2015) · Nature Reviews Neuroscience · doi:10.1038/nrn3950 · Cited by 1,766 · see citing works

Hierarchical Bayesian inference in the visual cortex

Lee, T. S., & Mumford, D. (2003) · Journal of the Optical Society of America A · doi:10.1364/josaa.20.001434 · Cited by 1,473 · see citing works

Perceiving is believing: a Bayesian approach to explaining the positive symptoms of schizophrenia

Fletcher, P. C., & Frith, C. D. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2536 · Cited by 1,462 · see citing works

Attention, uncertainty, and free-energy

Feldman, H., & Friston, K. J. (2010) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2010.00215 · Cited by 1,365 · see citing works

Cerebral mechanisms of word masking and unconscious repetition priming

Dehaene, S., Naccache, L., Cohen, L., Bihan, D. L., Mangin, J.-F., Poline, J.-B., & Rivière, D. (2001) · Nature Neuroscience · doi:10.1038/89551 · Cited by 1,305 · see citing works

An information theoretical approach to prefrontal executive function

Koechlin, E., & Summerfield, C. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2007.04.005 · Cited by 1,183 · see citing works

Untitled work

(2015) · Cited by 1,141 · see citing works

The conscious access hypothesis: origins and recent evidence

Baars, B. J. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01819-2 · Cited by 994 · see citing works

Explaining the brain : mechanisms and the mosaic unity of neuroscience

Craver, C. F. (2007) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199299317.001.0001 · Cited by 986 · see citing works

Granger causality analysis in neuroscience and neuroimaging

Seth, A. K., Barrett, A. B., & Barnett, L. (2015) · The Journal of Neuroscience · doi:10.1523/jneurosci.4399-14.2015 · Cited by 928 · see citing works

Characterizing the dynamics of mental representations: the temporal generalization method

King, J.-R., & Dehaene, S. (2014) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2014.01.002 · Cited by 896 · see citing works

Global workspace theory of consciousness: toward a cognitive neuroscience of human experience

Baars, B. J. (2005) · Progress in Brain Research · doi:10.1016/s0079-6123(05)50004-9 · Cited by 888 · see citing works

Empirical support for higher-order theories of conscious awareness

Lau, H., & Rosenthal, D. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.05.009 · Cited by 869 · see citing works

Consciousness and the brain: deciphering how the brain codes our thoughts

Rogers, T. W. (2014) · Neuropsychoanalysis · doi:10.1080/15294145.2014.956209 · Cited by 815 · see citing works

Brain Dynamics Underlying the Nonlinear Threshold for Access to Consciousness

Del Cul, A., Baillet, S., & Dehaene, S. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050260 · Cited by 753 · see citing works

Neural signature of the conscious processing of auditory regularities

Bekinschtein, T. A., Dehaene, S., Rohaut, B., Tadel, F., Cohen, L., & Naccache, L. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0809667106 · Cited by 738 · see citing works

Two neural correlates of consciousness

Block, N. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2004.12.006 · Cited by 713 · see citing works

Decoding Dynamic Brain Patterns from Evoked Responses: A Tutorial on Multivariate Pattern Analysis Applied to Time Series Neuroimaging Data

Grootswagers, T., Wardle, S. G., & Carlson, T. A. (2016) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01068 · Cited by 712 · see citing works

A Hierarchy of Time-Scales and the Brain

Kiebel, S. J., Daunizeau, J., & Friston, K. J. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000209 · Cited by 694 · see citing works

Analysing connectivity with Granger causality and dynamic causal modelling

Friston, K., Moran, R., & Seth, A. K. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2012.11.010 · Cited by 684 · see citing works

Distilling the neural correlates of consciousness

Aru, J., Bachmann, T., Singer, W., & Melloni, L. (2012) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2011.12.003 · Cited by 589 · see citing works

Are the neural correlates of consciousness in the front or in the back of the cerebral cortex? Clinical and neuroimaging evidence

Boly, M., Massimini, M., Tsuchiya, N., Postle, B. R., Koch, C., & Tononi, G. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.3218-16.2017 · Cited by 557 · see citing works

Predictive coding explains binocular rivalry: an epistemological review

Hohwy, J., Roepstorff, A., & Friston, K. (2008) · Cognition · doi:10.1016/j.cognition.2008.05.010 · Cited by 546 · see citing works

Relative blindsight in normal observers and the neural correlate of visual consciousness

Lau, H. C., & Passingham, R. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0607716103 · Cited by 518 · see citing works

Preserved Feedforward But Impaired Top-Down Processes in the Vegetative State

Boly, M., Garrido, M. I., Gosseries, O., Bruno, M., Boveroux, P., Caroline Schnakers, A., Massimini, M., Vladimir Litvak, A., Laureys, S., & Friston, K. J. (2011) · Science · doi:10.1126/science.1202043 · Cited by 499 · see citing works

Predictive codes for forthcoming perception in the frontal cortex.

Summerfield, C., Egner, T., Greene, M., Koechlin, E., Mangels, J., & Hirsch, J. (2006) · Science · doi:10.1126/science.1132028 · Cited by 496 · see citing works

Two hierarchically organized neural systems for object information in human visual cortex

Konen, C. S., & Kästner, S. (2008) · Nature Neuroscience · doi:10.1038/nn2036 · Cited by 468 · see citing works

Specialized systems for the processing of mnemonic information within the primate frontal cortex

Petrides, M. (1996) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.1996.0130 · Cited by 443 · see citing works

Converging Intracranial Markers of Conscious Access

Gaillard, R., Dehaene, S., Adam, C., Clémenceau, S., Hasboun, D., Baulac, M., Cohen, L., & Naccache, L. (2009) · PLoS Biology · doi:10.1371/journal.pbio.1000061 · Cited by 440 · see citing works

Attention reverses the effect of prediction in silencing sensory signals

Kok, P., Rahnev, D., Jehee, J. F. M., Lau, H. C., & de Lange, F. P. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhr310 · Cited by 430 · see citing works

Grooming, gossip, and the evolution of language

Cussins, C. M. (1998) · Journal of the History of the Behavioral Sciences · doi:10.1002/(sici)1520-6696(199823)34:4 · Cited by 425 · see citing works

The graphical brain: Belief propagation and active inference

Friston, K. J., Parr, T., & de Vries, B. (2017) · Network Neuroscience · doi:10.1162/netn_a_00018 · Cited by 415 · see citing works

Theta-burst transcranial magnetic stimulation to the prefrontal cortex impairs metacognitive visual awareness

Rounis, E., Maniscalco, B., Rothwell, J. C., Passingham, R. E., & Lau, H. (2010) · Cognitive Neuroscience · doi:10.1080/17588921003632529 · Cited by 407 · see citing works

Toward a computational theory of conscious processing

Dehaene, S., Charles, L., King, J.-R., & Marti, S. (2014) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.12.005 · Cited by 404 · see citing works

Attention and conscious perception in the hypothesis testing brain

Hohwy, J. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00096 · Cited by 396 · see citing works

General Cortical and Special Prefrontal Connections: Principles from Structure to Function

Barbas, H. (2015) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-071714-033936 · Cited by 395 · see citing works

The pathways of interoceptive awareness

Khalsa, S. S., Rudrauf, D., Feinstein, J. S., & Tranel, D. (2009) · Nature Neuroscience · doi:10.1038/nn.2411 · Cited by 387 · see citing works

Cortical structure predicts the pattern of corticocortical connections

Barbas, H. (1997) · Cerebral Cortex · doi:10.1093/cercor/7.7.635 · Cited by 382 · see citing works

Analysis of the delayed-alternation deficit produced by dorsolateral prefrontal lesions in the rhesus monkey.

Goldman, P. S., Rosvold, H. E., Vest, B., & Galkin, T. W. (1971) · Journal of Comparative and Physiological Psychology · doi:10.1037/h0031649 · Cited by 381 · see citing works

Causal role of prefrontal cortex in the threshold for access to consciousness

Del Cul, A., Dehaene, S., Reyes, P., Bravo, E., & Slachevsky, A. (2009) · Brain · doi:10.1093/brain/awp111 · Cited by 337 · see citing works

Should a Few Null Findings Falsify Prefrontal Theories of Conscious Perception?

Odegaard, B., Knight, R. T., & Lau, H. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.3217-16.2017 · Cited by 316 · see citing works

Persistence of feelings and sentience after bilateral damage of the insula

Damasio, A., Damasio, H., & Tranel, D. (2013) · Cerebral Cortex · doi:10.1093/cercor/bhs077 · Cited by 282 · see citing works

Pattern in the laminar origin of corticocortical connections

Barbas, H. (1986) · The Journal of Comparative Neurology · doi:10.1002/cne.902520310 · Cited by 272 · see citing works

Redefining the role of limbic areas in cortical processing

Chanes, L., & Barrett, L. F. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2015.11.005 · Cited by 259 · see citing works

Conscious and subliminal conflicts in normal subjects and patients with schizophrenia: The role of the anterior cingulate

Dehaene, S., Eric Artiges, A., Naccache, L., Martelli, C., Viard, A., Schürhoff, F., Recasens, C., Martinot, M. P., Leboyer, M., & Martinot, J. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2235214100 · Cited by 222 · see citing works

Suppressed Sensory Response to Predictable Object Stimuli throughout the Ventral Visual Stream

Richter, D., Ekman, M., & de Lange, F. P. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.3421-17.2018 · Cited by 150 · see citing works

Attention Speeds Binocular Rivalry

Paffen, C. L. E., Alais, D., & Verstraten, F. A. J. (2006) · Psychological Science · doi:10.1111/j.1467-9280.2006.01777.x · Cited by 148 · see citing works

Preserved Self-Awareness following Extensive Bilateral Brain Damage to the Insula, Anterior Cingulate, and Medial Prefrontal Cortices

Philippi, C. L., Feinstein, J. S., Khalsa, S. S., Damasio, A., Tranel, D., Landini, G., Williford, K., & Rudrauf, D. (2012) · PLoS ONE · doi:10.1371/journal.pone.0038413 · Cited by 144 · see citing works

Granger causality

Seth, A. K. (2007) · Scholarpedia · doi:10.4249/scholarpedia.1667 · Cited by 140 · see citing works

A predictive coding account of bistable perception - a model-based fMRI study

Weilnhammer, V., Stuke, H., Hesselmann, G., Sterzer, P., & Schmack, K. (2017) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1005536 · Cited by 120 · see citing works

Diversity of laminar connections linking periarcuate and lateral intraparietal areas depends on cortical structure

Medalla, M., & Barbas, H. (2006) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2005.04522.x · Cited by 105 · see citing works

Two Distinct Dynamic Modes Subtend the Detection of Unexpected Sounds

King, J.-R., Gramfort, A., Schurger, A., Naccache, L., & Dehaene, S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0085791 · Cited by 103 · see citing works

Frontoparietal Cortex Mediates Perceptual Transitions in Bistable Perception

Weilnhammer, V. A., Ludwig, K., Hesselmann, G., & Sterzer, P. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.1418-13.2013 · Cited by 81 · see citing works

Representational dynamics of object recognition: Feedforward and feedback information flows

Goddard, E., Carlson, T. A., Dermody, N., & Woolgar, A. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.01.006 · Cited by 75 · see citing works

The neural correlates of hierarchical predictions for perceptual decisions

Weilnhammer, V. A., Stuke, H., Sterzer, P., & Schmack, K. (2018) · The Journal of Neuroscience · doi:10.1523/jneurosci.2901-17.2018 · Cited by 57 · see citing works

Identifying neural correlates of visual consciousness with ALE meta-analyses

Bisenius, S., Trapp, S., Neumann, J., & Schroeter, M. L. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.07.070 · Cited by 49 · see citing works

The Error-Related Negativity, Self-Monitoring, and Consciousness

Dehaene, S. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691618754502 · Cited by 45 · see citing works

TMS Over the Intraparietal Sulcus Induces Perceptual Fading

Ryota Kanai, C., Muggleton, N. G., & Walsh, V. (2008) · Journal of Neurophysiology · doi:10.1152/jn.90885.2008 · Cited by 39 · see citing works

Attention reverses the effect of prediction in silencing sensory signals

de Lange, F. P., Kok, P., Rahnev, D., Jehee, J. F. M., & Lau, H. C. (2011) · i-Perception · doi:10.1068/ic341 · Cited by 37 · see citing works

Human Ventral Parietal Cortex Plays a Functional Role on Visuospatial Attention and Primary Consciousness. A Repetitive Transcranial Magnetic Stimulation Study

Babiloni, C., Vecchio, F., Rossi, S., Capua, A. D., Bartalini, S., Ulivelli, M., & Rossini, P. M. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl060 · Cited by 30 · see citing works

A role for the anterior insular cortex in the global neuronal workspace model of consciousness

Michel, M. (2017) · Consciousness and Cognition · doi:10.1016/j.concog.2017.02.004 · Cited by 29 · see citing works

A New Perspective on Representational Problems

Eliasmith, C. (2005) · Cited by 28 · see citing works

A Dynamic Object-Processing Network: Metric Shape Discrimination of Dynamic Objects by Activation of Occipitotemporal, Parietal, and Frontal Cortices

Schultz, J., Chuang, L. L., & Vuong, Q. C. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm162 · Cited by 19 · see citing works

Placing meta-stable states of consciousness within the predictive coding hierarchy: The deceleration of the accelerated prediction error

Shirazibeheshti, A., Cooke, J., Chennu, S., Adapa, R., Menon, D. K., Hojjatoleslami, S. A., Witon, A., Li, L., Bekinschtein, T. A., & Bowman, H. (2018) · Consciousness and Cognition · doi:10.1016/j.concog.2018.06.010 · Cited by 12 · see citing works

Consciousness in Artificial Intelligence: Insights from the Science of Consciousness

Butlin, P., Long, R., Elmoznino, E., Bengio, Y., Birch, J., Constant, A., Deane, G., Fleming, S. M., Frith, C., Ji, X., et al. (2023) · arXiv · doi:10.48550/arxiv.2308.08708 · Cited by 196 · see citing works

Predictive processing as a systematic basis for identifying the neural correlates of consciousness

Hohwy, J., & Seth, A. (2020) · Philosophy and the Mind Sciences · doi:10.33735/phimisci.2020.ii.64 · Cited by 170 · see citing works

The predictive global neuronal workspace: a formal active inference model of visual consciousness

Whyte, C. J., & Smith, R. (2021) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2020.101918 · Cited by 84 · see citing works

Consciousness in active inference: Deep self-models, other minds, and the challenge of psychedelic-induced ego-dissolution

Deane, G. (2021) · Neuroscience of Consciousness · doi:10.1093/nc/niab024 · Cited by 38 · see citing works

Identifying indicators of consciousness in AI systems

Butlin, P., Long, R., Bayne, T., Bengio, Y., Birch, J., Chalmers, D., Constant, A., Deane, G., Elmoznino, E., Fleming, S. M., et al. (2026) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.10.011 · Cited by 56 · see citing works

An active inference model of conscious access: how cognitive action selection reconciles the results of report and no-report paradigms

Whyte, C. J., Hohwy, J., & Smith, R. (2022) · Current Research in Neurobiology · doi:10.1016/j.crneur.2022.100036 · Cited by 24 · see citing works

On the minimal theory of consciousness implicit in active inference

Whyte, C. J., Corcoran, A. W., Robinson, J., Smith, R., Moran, R. J., Parr, T., Friston, K. J., Seth, A. K., & Hohwy, J. (2026) · Physics of Life Reviews · doi:10.1016/j.plrev.2025.11.002 · Cited by 15 · see citing works

Integrated information and predictive processing theories of consciousness: An adversarial collaborative review

Corcoran, A. W., Haun, A. M., Dorman, R., Tononi, G., Friston, K. J., & Pennartz, C. M. A. (2026) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2026.106742 · Cited by 2 · see citing works

Characterization of Workspaces of Parallel Manipulators

Kumar, V. (1992) · Journal of Mechanical Design · doi:10.1115/1.2926562 · Cited by 118 · see citing works

A Syntropic Model of Consciousness

Vannini, A. (2017) · Cited by 6 · see citing works

From the Unconscious to the Conscious

Sun, R. (2002) · Springer eBooks · doi:10.1007/978-1-4615-0705-5_15

Radical embodiment: neural dynamics and consciousness

Thompson, E., & Varela, F. J. (2001) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01750-2 · Cited by 1,144 · see citing works

Consciousness: mapping the theoretical landscape

Atkinson, A. P., Thomas, M. S. C., & Cleeremans, A. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01533-3 · Cited by 97 · see citing works