Neural representation of time in cortico-basal ganglia circuits

Reinforcement Learning: An Introduction

Sutton, R. S., & Barto, A. G. (1998) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.1998.712192 · Cited by 27,225

Reinforcement Learning: An Introduction

Sutton, R. S., & Barto, A. (2005) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.2004.842673 · Cited by 25,268

The perceptron: A probabilistic model for information storage and organization in the brain.

Rosenblatt, F. (1958) · Psychological Review · doi:10.1037/h0042519 · Cited by 12,280

Self-organized formation of topologically correct feature maps

Kohonen, T. (1982) · Biological Cybernetics · doi:10.1007/bf00337288 · Cited by 9,529

A neural substrate of prediction and reward

Schultz, W., Dayan, P., & Montague, P. R. (1997) · Science · doi:10.1126/science.275.5306.1593 · Cited by 9,388

Self-organized formation of topographically correct feature maps

Kohonen, T. (1982) · Biological Cybernetics · Cited by 2,995

The role of the basal ganglia in habit formation

Yin, H. H., & Knowlton, B. J. (2006) · Nature Reviews Neuroscience · doi:10.1038/nrn1919 · Cited by 2,402

Estimation of Dependences Based on Empirical Data

Vapnik, V. N. (2006) · Information science and statistics · doi:10.1007/0-387-34239-7 · Cited by 2,252

What makes us tick? Functional and neural mechanisms of interval timing

Buhusi, C. V., & Meck, W. H. (2005) · Nature reviews. Neuroscience · doi:10.1038/nrn1764 · Cited by 2,152

A framework for mesencephalic dopamine systems based on predictive Hebbian learning

Montague, P., Dayan, P., & Sejnowski, T. (1996) · The Journal of Neuroscience · doi:10.1523/jneurosci.16-05-01936.1996 · Cited by 2,066

Toward a Universal Cortical Algorithm: Examining Hierarchical Temporal Memory in Light of Frontal Cortical FunctionPreprint

Ferrier, M. R. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1411.4702 · Cited by 3

Neural Coding Strategies in Cortico-Striatal Circuits Subserving Interval Timing

Cheng, R. (2010) · DukeSpace (Duke University) · Cited by 1

Neuropsychological tests and functional impairment in adult Attention Deficit Hyperactivity Disorder : With special reference to memory disturbance

Dige, N. (2010) · Figshare · Cited by 1

Echo State Networks for Hierarchical Cognitive Control

Tukker, R., van Rossum, A., Haselager, P., & Frank, S. L. (2012) · Cited by 1

Thunderstruck: The ACDC model of flexible sequences and rhythms in recurrent neural circuitsPreprint

Calderon, C. B., Verguts, T., & Frank, M. J. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.04.07.438842 · Cited by 1

Activity of tonically active neurons in the primate striatum reflects interaction between time processing and reward predictionPreprint

Martel, A., & Apicella, P. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.10.07.511354 · Cited by 1

Optogenetic silencing hippocampal inputs to the retrosplenial cortex causes a prolonged disruption of spatial working memoryPreprint

Pinto-Correia, B., Caldeira-Bernardo, P., & Remondes, M. (2024) · eLife · doi:10.7554/elife.96515.2 · Cited by 1

Timing Performance Error in Rewarded and Non-Rewarded Tasks

Rhodes, L. J. (2015) · SUNY Digital Repository Support (State University of New York System) · Cited by 1

Neural Network Providing Integrative Perception of Features and Subsecond Temporal Parameters of Sensory Stimuli

Silks, I. (2012) · Lecture notes in computer science · doi:10.1007/978-3-642-33269-2_46

Short-term memory for event duration: An MEG study

Takahashi, K., & Watanabe, K. (2013) · International Conference on Knowledge and Smart Technology · doi:10.1109/kst.2013.6512810

Computational Modeling of the Basal Ganglia : Functional Pathways and Reinforcement Learning

Berthet, P. (2015) · KTH Publication Database DiVA (KTH Royal Institute of Technology)

Integración de información en tareas secuenciales

Kamienkowski, J. E. (2011) · Repositorio Digital Institucional de la Universidad de Buenos Aires (Universidad de Buenos Aires)

[Immunophenotyping study of bone marrow fractions obtained by elutriation in allogeneic bone marrow transplantation].

Merino, A., Urbano-Ispizúa, Á., Marı́n, P., Besson, I., Carreras, E., Sierra, J., Salgado, C., Rovira, M., Grañena, A., & Montserrat, E. (1993) · PubMed

Timing and Conditioning, Theoretical Issues

Bonardi, C., Thc., C., Mondragón, E., & Ske., T. (2015)

Mechanisms of short interval timing: how temporal structure modulates the perception of duration

Horr, N. K. (2016) · University of Birmingham Institutional Research Archive (University of Birmingham)

The role of sensory history and stimulus context in human time perception. Adaptive and integrative distortions of perceived duration

Fulcher, C. (2017) · Bradford Scholars (University of Bradford)

The Role of Ventral Tegmental Area and Nucleus Accumbens in the Kamin Blocking Effect

Aggarwal, M. (2019)

Spatio-Temporal Investigation of Brain-Wide SequencesPreprint

Felsenstein, O., & Abeles, M. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2105.12976

Memory for timePreprint

Howard, M. W. (2022) · doi:10.31234/osf.io/g7xqv

Dynamic adaptation of sequential action benefits from cortico-basal ganglia-related temporal variabilityPreprint

Ferguson, L. A., Matamales, M., Balleine, B. W., & Bertran‐Gonzalez, J. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.03.28.486040

Faculty Opinions recommendation of Chronotopic maps in human supplementary motor area.

Morrone, M. C., Cicchini, G. M., & Binda, P. (2019) · Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature · doi:10.3410/f.735369347.793562642

Cilia in the Striatum Mediate Timing-Dependent Functions: Implications for Neuro-Psychiatric DisordersPreprint

Alhassen, W., Alhassen, S., Chen, J., Monfared, R. V., & Alachkar, A. (2022) · Research Square · doi:10.21203/rs.3.rs-1804396/v1

Stay tuned for more (or less)

Tsouli, A. (2022) · Utrecht University Repository (Utrecht University) · doi:10.33540/1377

Learning temporal relationships between symbols with Laplace Neural Manifolds.Preprint

Howard, M. W., Esfahani, Z. G., Le, B., & Sederberg, P. B. (2024) · PubMed · Cited by 1

Optogenetic silencing hippocampal inputs to the retrosplenial cortex causes a prolonged disruption of working memoryPreprint

Pinto-Correia, B., Caldeira-Bernardo, P., & Remondes, M. (2024) · eLife · doi:10.7554/elife.96515.1

The Interactions of Temporal and Sensory Representations in the Basal Ganglia

Rueda‐Orozco, P. E., Hidalgo-Balbuena, A. E., González-Pereyra, P., Martínez-Montalvo, M. G., & Báez-Cordero, A. S. (2024) · Advances in experimental medicine and biology · doi:10.1007/978-3-031-60183-5_8

Cognition of Time and Thinking Beyond

Bi, Z. (2024) · Advances in experimental medicine and biology · doi:10.1007/978-3-031-60183-5_10

Memory for Time

Howard, M. W. (2024) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780190917982.013.16

Dynamic imbalances in cell-type-specific striatal ensembles reflect learned coupling between trajectory representations and locomotor dynamicsPreprint

Tong, Y., Fearey, B. C., Xie, S., Alexander, A. S., Bouabid, S., Graham, B., & Howe, M. W. (2024) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2024.10.29.620847

Dopamine and the temporal control of behavior

Paton, J. (2025) · Handbook of behavioral neuroscience · doi:10.1016/b978-0-443-29867-7.00016-5

Accumulation of neural state transitions in dorsomedial striatum predicts patch foraging decisionsPreprint

Sutlief, E., Zhang, S., Forsberg, K., & Shuler, M. G. H. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.09.29.679309 · Cited by 1

Time-dependent facilitation of homologous actions

Hamel, R., Savoie, F.-A., Punt, T. D., Jenkinson, N., & Hinder, M. R. (2026) · Experimental Brain Research · doi:10.1007/s00221-026-07285-y

Modality-Specific and Modality-General Encoding of Auditory and Visual Rhythms

Pasinski, A. C. (2020) · Digital Scholarship - UNLV (University of Nevada Reno) · doi:10.34917/4332589

Neuronal populations across the cortex underlie discrete, categorical, and subjective representations of visual durationsPreprint

Centanino, V., & Fortunato, G. (2025) · doi:10.17605/osf.io/2tequ

Time perception follows Weber’s law in DrosophilaPreprint

Lo, T.-N., Huang, C.-Y., & Lin, S. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.02.04.703894

“What” × “When” working memory representations using Laplace Neural ManifoldsPreprint

Sarkar, A., Wang, C., Zuo, S., & Howard, M. W. (2026) · eLife · doi:10.7554/elife.108804.1

“What” × “When” working memory representations using Laplace Neural ManifoldsPreprint

Sarkar, A., Wang, C., Zuo, S., & Howard, M. W. (2026) · eLife · doi:10.7554/elife.108804

Temporal Processing In The Amygdalo-Prefronto-Dorsostriatal Network In Rats

Tallot, L. (2015) · theses.fr (ABES) · doi:10.70675/21dbbecbze3bcz4e26z92adz6c438f2bee10

Stratum et perception du temps : analyse de la contribution des composants de la circuiterie striatale par une approche électrophysiologique chez le singe macaque

Martel, A. (2019) · theses.fr (ABES) · doi:10.70675/f3e7cbf5z094fz4153zac11z42bb65ad352a

Intrinsic neural timescale abnormalities reveal molecular and neuromodulatory basis of concomitant exotropia

Yu, F.-L., He, Y.-Z., Hu, Z.-X., Zheng, Z.-L., & Huang, X. (2026) · Brain Research · doi:10.1016/j.brainres.2026.150304

Is working memory stored along a logarithmic timeline? Converging evidence from neuroscience, behavior and modelsPreprint

Howard, M. W., Tiganj, Z., & Singh, I. (2018) · OSF Preprints (OSF Preprints)

Accumulation of neural state transitions in dorsomedial striatum predicts patch foraging decisionsPreprint

Sutlief, E., Zhang, S., Forsberg, K., & Shuler, M. G. H. (2026) · eLife · doi:10.7554/elife.111930

Accumulation of neural state transitions in dorsomedial striatum predicts patch foraging decisionsPreprint

Sutlief, E., Zhang, S., Forsberg, K., & Shuler, M. G. H. (2026) · eLife · doi:10.7554/elife.111930.1

Context-dependent abstraction of temporal relationships during naturalistic episodic memory

Ye, Q., Hu, Y., Ku, Y., Appiah, K., & Kwok, S. C. (2026) · iScience · doi:10.1016/j.isci.2026.117391

Agency as prediction: A cortico-subcortical framework

Kaltwasser, L., & Hamker, F. H. (2026) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2026.107002

Differential Encoding of Time by Prefrontal and Striatal Network Dynamics

Bakhurin, K. I., Goudar, V., Shobe, J. L., Claar, L. D., Buonomano, D. V., & Masmanidis, S. C. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.1789-16.2016 · Cited by 155

62 Neural Correlates of Cognitive Function in the Basal Ganglia

Hunter, C. M., Khandelwal, V., & Narayanan, N. S. (2023) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617723006124

Time-varying covariance of neural activities recorded in striatum and frontal cortex as monkeys perform sequential-saccade tasks

Fujii, N., & Graybiel, A. M. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0503541102 · Cited by 73

Decoding of Temporal Intervals From Cortical Ensemble Activity

Lebedev, M., O’Doherty, J. E., & Nicolelis, M. A. L. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00734.2007 · Cited by 177

Ensemble neural activity of the frontal cortical basal ganglia system predicts reaction time task performance in rats

Li, X., Luo, F., Shi, L., Woodward, D. J., & Chang, J. (2011) · Neuroscience Research · doi:10.1016/j.neures.2011.06.010 · Cited by 4