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Expectancy-based rhythmic entrainment as continuous Bayesian inference

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Outgoing claims: the papers this work cites, builds on, or argues with.

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A model of synchronization of motor acts to a stimulus sequence
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Compensation for subliminal timing perturbations in perceptual-motor synchronization
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Brain correlates of early auditory processing are attenuated by expectations for time and pitch
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Temporal expectations and neural amplitude fluctuations in auditory cortex interactively influence perception
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Canonical Microcircuits for Predictive Coding
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Neural Trajectories in the Supplementary Motor Area and Motor Cortex Exhibit Distinct Geometries, Compatible with Different Classes of Computation
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Dissociation of formal and temporal predictability in early auditory evoked potentials
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Cortical oscillations and sensory predictions
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Neural Entrainment and Attentional Selection in the Listening Brain
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How Beat Perception Co-opts Motor Neurophysiology
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Low-frequency neuronal oscillations as instruments of sensory selection
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Perceiving temporal regularity in music
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A Bayesian Approach to On-line Learning
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The dynamics of attending: How people track time-varying events.
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Phase correction, phase resetting, and phase shifts after subliminal timing perturbations in sensorimotor synchronization.
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Temporal context calibrates interval timing
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Probabilistic brains: knowns and unknowns
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Anticipated moments: temporal structure in attention
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The free-energy principle: a unified brain theory?
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Believing in dopamine
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Flexible timing by temporal scaling of cortical responses
inferredcites →https://doi.org/10.1038/s41598-018-30722-0openalex-snapshot
A nonlinear updating algorithm captures suboptimal inference in the presence of signal-dependent noise
inferredcites →https://doi.org/10.1038/srep28563openalex-snapshot
Optimal Perceived Timing: Integrating Sensory Information with Dynamically Updated Expectations
inferredcites →https://doi.org/10.1038/srep31443openalex-snapshot
Asymmetry in inward- and outward-affinity constant of transport explain unidirectional lysine flux in Saccharomyces cerevisiae
inferredcites →https://doi.org/10.1073/pnas.1402039111openalex-snapshot
Superior time perception for lower musical pitch explains why bass-ranged instruments lay down musical rhythms
inferredcites →https://doi.org/10.1073/pnas.1712479114openalex-snapshot
Dopamine reward prediction error signal codes the temporal evaluation of a perceptual decision report
inferredcites →https://doi.org/10.1073/pnas.1801421115openalex-snapshot
Neural tracking of the musical beat is enhanced by low-frequency sounds
inferredcites →https://doi.org/10.1080/00222895.2011.561377openalex-snapshot
Tapping in Synchrony With a Perturbed Metronome: The Phase Correction Response to Small and Large Phase Shifts as a Function of Tempo
inferredcites →https://doi.org/10.1080/02724980343000369openalex-snapshot
Adaptation to tempo changes in sensorimotor synchronization: Effects of intention, attention, and awareness
inferredcites →https://doi.org/10.1080/09298210008565462openalex-snapshot
On tempo tracking: Tempogram Representation and Kalman filtering
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A generative model for the characterization of musical rhythms
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Why do we fall into sync with others? Interpersonal synchronization and the brain’s optimization principle
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Entrained delta oscillations reflect the subjective tracking of time
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Delta–Beta Coupled Oscillations Underlie Temporal Prediction Accuracy
inferredcites →https://doi.org/10.1093/mind/os-xi.41.55openalex-snapshot
STUDIES OF RHYTHM
inferredcites →https://doi.org/10.1098/rspb.2014.0751openalex-snapshot
Moving in time: Bayesian causal inference explains movement coordination to auditory beats
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A theory of cortical responses
inferredcites →https://doi.org/10.1098/rstb.2014.0093openalex-snapshot
Finding the beat: a neural perspective across humans and non-human primates
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Cerebral hierarchies: predictive processing, precision and the pulvinar
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How to track a swarm of fireflies by observing their flashes (Corresp.)
inferredcites →https://doi.org/10.1111/nyas.13622openalex-snapshot
Now you hear it: a predictive coding model for understanding rhythmic incongruity
inferredcites →https://doi.org/10.1121/1.4879667openalex-snapshot
Temporal predictability enhances auditory detection
inferredcites →https://doi.org/10.1146/annurev-neuro-071013-014017openalex-snapshot
Neural Coding of Uncertainty and Probability
inferredcites →https://doi.org/10.1155/2010/621670openalex-snapshot
Generalised Filtering
inferredcites →https://doi.org/10.1162/jocn_a_00805openalex-snapshot
The Timing of Regular Sequences: Production, Perception, and Covariation
inferredcites →https://doi.org/10.1162/jocn_a_00880openalex-snapshot
The Role of Dopamine in Temporal Uncertainty
inferredcites →https://doi.org/10.1162/jocn_a_01529openalex-snapshot
Beat-based and Memory-based Temporal Expectations in Rhythm: Similar Perceptual Effects, Different Underlying Mechanisms
inferredcites →https://doi.org/10.1162/jocn_a_01795openalex-snapshot
Time for Action: Neural Basis of the Costs and Benefits of Temporal Predictability for Competing Response Choices
inferredcites →https://doi.org/10.1371/journal.pbio.2001210openalex-snapshot
A novel mechanism of cone photoreceptor adaptation
inferredcites →https://doi.org/10.1371/journal.pbio.2001665openalex-snapshot
Neural mechanisms of rhythm-based temporal prediction: Delta phase-locking reflects temporal predictability but not rhythmic entrainment
inferredcites →https://doi.org/10.1371/journal.pbio.3000054openalex-snapshot
The amplitude in periodic neural state trajectories underlies the tempo of rhythmic tapping
inferredcites →https://doi.org/10.1371/journal.pcbi.1000211openalex-snapshot
Hierarchical Models in the Brain
inferredcites →https://doi.org/10.1371/journal.pcbi.1002327openalex-snapshot
Dopamine, Affordance and Active Inference
inferredcites →https://doi.org/10.1371/journal.pcbi.1007172openalex-snapshot
Identifying important parameters in the inflammatory process with a mathematical model of immune cell influx and macrophage polarization
inferredcites →https://doi.org/10.1371/journal.pcbi.1007422openalex-snapshot
A Kuramoto model of self-other integration across interpersonal synchronization strategies
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Beta power encodes contextual estimates of temporal event probability in the human brain
inferredcites →https://doi.org/10.1371/journal.pone.0242207openalex-snapshot
From beat tracking to beat expectation: Cognitive-based beat tracking for capturing pulse clarity through time
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Tracking Temporal Hazard in the Human Electroencephalogram Using a Forward Encoding Model
inferredcites →https://doi.org/10.1523/eneuro.0369-17.2018openalex-snapshot
Electrical Stimulation Modulates High γ Activity and Human Memory Performance
inferredcites →https://doi.org/10.1523/jneurosci.0836-15.2016openalex-snapshot
Temporal Prediction in lieu of Periodic Stimulation
inferredcites →https://doi.org/10.1523/jneurosci.1425-11.2011openalex-snapshot
Prior Expectation Mediates Neural Adaptation to Repeated Sounds in the Auditory Cortex: An MEG Study
inferredcites →https://doi.org/10.1525/mp.2002.19.3.333openalex-snapshot
Swing Ratios and Ensemble Timing in Jazz Performance: Evidence for a Common Rhythmic Pattern
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The Bayesian Way to Relate Rhythm Perception and Production
inferredcites →https://doi.org/10.1525/mp.2007.25.1.43openalex-snapshot
Perception and Production of Syncopated Rhythms
inferredcites →https://doi.org/10.1525/mp.2014.32.2.201openalex-snapshot
Effects of Polyphonic Context, Instrumentation, and Metrical Location on Syncopation in Music
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Tactus Hypothesis Tracker
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An Auditory Analogue of the Visual Reversible Figure
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Flexibility of temporal expectations for triple subdivision of a beat
inferredcites →https://doi.org/10.2478/v10053-008-0071-7openalex-snapshot
A filled duration illusion in music: Effects of metrical subdivision on the perception and production of beat tempo
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State-dependencies of learning across brain scales
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Simultaneous learning and filtering without delusions: a Bayes-optimal combination of Predictive Inference and Adaptive Filtering
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Effects of Firing Variability on Network Structures with Spike-Timing-Dependent Plasticity
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Sensorimotor Synchronization With Auditory and Visual Modalities: Behavioral and Neural Differences
inferredcites →https://doi.org/10.3389/fnhum.2014.00776openalex-snapshot
The neural basis of audiomotor entrainment: an ALE meta-analysis
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Electroconvulsive Therapy Modulates Resting-State EEG Oscillatory Pattern and Phase Synchronization in Nodes of the Default Mode Network in Patients With Depressive Disorder
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Pre-attentive Mismatch Response and Involuntary Attention Switching to a Deviance in an Earlier-Than-Usual Auditory Stimulus: An ERP Study
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Motor and Predictive Processes in Auditory Beat and Rhythm Perception
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Are non-human primates capable of rhythmic entrainment? Evidence for the gradual audiomotor evolution hypothesis
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Assessing Neurocognition via Gamified Experimental Logic: A Novel Approach to Simultaneous Acquisition of Multiple ERPs
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Both Isochronous and Non-Isochronous Metrical Subdivision Afford Precise and Stable Ensemble Entrainment: A Corpus Study of Malian Jembe Drumming
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DC-shifts in amplitude in-field generated by an oscillatory interference model of grid cell firing
inferredcites →https://doi.org/10.3389/fnsys.2014.00057openalex-snapshot
The evolutionary neuroscience of musical beat perception: the Action Simulation for Auditory Prediction (ASAP) hypothesis
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Quality-space theory in olfaction
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Rhythmic complexity and predictive coding: a novel approach to modeling rhythm and meter perception in music
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A Probabilistic Model of Meter Perception: Simulating Enculturation
inferredcites →https://doi.org/10.3389/fpsyg.2017.01717openalex-snapshot
Keep Up the Good Work! Age-Moderated Mediation Model on Intention to Retire
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An Analysis of Rhythmic Patterns with Unsupervised Learning
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Response delays and the timing of discrete motor responses
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Sensorimotor synchronization: A review of recent research (2006–2012)
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Rhythm histograms and musical meter: A corpus study of Malian percussion music
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Here, There and Everywhere
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Towards a formalization of musical rhythm
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Finding the Beat: A Neural Perspective across Humans and Nonhuman Primates

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Oscillators Can Perform Inference in Bayesian Models of Rhythm Perception
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Probing Beat Perception with Event-Related Potentials (ERPs) in Human Adults, Newborns, and Nonhuman Primates
inferred← citeshttps://doi.org/10.1007/978-3-032-39953-3_10openalex-snapshot
SYNCOFLY: An Interactive Platform for Collective Rhythm Synchronization
inferred← citeshttps://doi.org/10.1016/j.actpsy.2026.106796openalex-snapshot
Modeling human synchronization to rhythmic patterns with varying statistical regularities
inferred← citeshttps://doi.org/10.1016/j.celrep.2023.113234openalex-snapshot
Amodal population clock in the primate medial premotor system for rhythmic tapping
inferred← citeshttps://doi.org/10.1016/j.cognition.2023.105532openalex-snapshot
Probabilistic modelling of microtiming perception
inferred← citeshttps://doi.org/10.1016/j.cognition.2025.106345openalex-snapshot
Abstract representations underlie rhythm perception and production: Evidence from a probabilistic model of temporal structure
inferred← citeshttps://doi.org/10.1016/j.cortex.2022.02.001openalex-snapshot
Endogenous modulation of delta phase by expectation–A replication of Stefanics et al., 2010
inferred← citeshttps://doi.org/10.1016/j.isci.2024.111053openalex-snapshot
Rats synchronize predictively to metronomes
inferred← citeshttps://doi.org/10.1016/j.jmp.2022.102724openalex-snapshot
A point-process model of tapping along to difficult rhythms
inferred← citeshttps://doi.org/10.1016/j.jmp.2024.102869openalex-snapshot
Inferred representations behave like oscillators in dynamic Bayesian models of beat perception
inferred← citeshttps://doi.org/10.1016/j.neubiorev.2024.105984openalex-snapshot
Inferring when to move
inferred← citeshttps://doi.org/10.1016/j.tics.2025.05.011openalex-snapshot
Fixed and flexible perceptual rhythms
inferred← citeshttps://doi.org/10.1017/9781009295888.010openalex-snapshot
Acoustic and Sublexical Rhythms
inferred← citeshttps://doi.org/10.1017/9781009295888.015openalex-snapshot
Adaptive Pacing in Word Segmentation and the Vowel-Onset-Paced Syllable Inference Model
inferred← citeshttps://doi.org/10.1038/s41598-024-77849-xopenalex-snapshot
Dynamical mechanisms of how an RNN keeps a beat, uncovered with a low-dimensional reduced model
inferred← citeshttps://doi.org/10.1038/s41598-025-00827-4openalex-snapshot
Pitch biases sensorimotor synchronization to auditory rhythms
inferred← citeshttps://doi.org/10.1038/s41598-025-30780-1openalex-snapshot
Neural representation of the musical beat is facilitated but not contingent on the repetition of rhythmic patterns
inferred← citeshttps://doi.org/10.1038/s41598-026-53525-0openalex-snapshot
Timing-induced illusory percepts of pitch
inferred← citeshttps://doi.org/10.1038/s44159-024-00315-yopenalex-snapshot
Theoretical and empirical advances in understanding musical rhythm, beat and metre
inferred← citeshttps://doi.org/10.1088/1741-2552/ad0650openalex-snapshot
Rhythmic temporal prediction enhances neural representations of movement intention for brain–computer interface
inferred← citeshttps://doi.org/10.1093/9780198962373.001.0001openalex-snapshot
Dreams, Jokes, and Songs
inferred← citeshttps://doi.org/10.1093/9780198962373.002.0002openalex-snapshot
Other Books by Paul Thagard
inferred← citeshttps://doi.org/10.1093/9780198962373.002.0005openalex-snapshot
Dedication
inferred← citeshttps://doi.org/10.1093/9780198962373.002.0006openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1093/9780198962373.002.0007openalex-snapshot
List of Figures
inferred← citeshttps://doi.org/10.1093/9780198962373.002.0008openalex-snapshot
List of Tables
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0001openalex-snapshot
Rungs on the Ladder to Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0002openalex-snapshot
How Consciousness Works
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0003openalex-snapshot
Dreams and Sleep
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0004openalex-snapshot
Jokes, Humour, and Laughter
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0005openalex-snapshot
Musical Experience
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0006openalex-snapshot
Religion, Sports, and Other Domains of Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0007openalex-snapshot
Time Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0008openalex-snapshot
Animal Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0009openalex-snapshot
Machine Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0010openalex-snapshot
Alternative Theories of Consciousness
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0011openalex-snapshot
Glossary
inferred← citeshttps://doi.org/10.1093/9780198962373.003.0012openalex-snapshot
Notes
inferred← citeshttps://doi.org/10.1093/oso/9780192896254.003.0017openalex-snapshot
Moving Together in Music and Dance
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.001.0001openalex-snapshot
Learning to Listen, Listening to Learn
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.002.0003openalex-snapshot
Copyright Page
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.002.0005openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0001openalex-snapshot
Introduction
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0002openalex-snapshot
A Computational Model
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0003openalex-snapshot
Predictive Processing of Melody
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0004openalex-snapshot
Beyond Pitch Expectation: Rhythm and Harmony
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0005openalex-snapshot
Emotional and Aesthetic Experience
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0006openalex-snapshot
Beyond Expectation
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0007openalex-snapshot
Musical Enculturation
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0008openalex-snapshot
Musical Training and Expertise
inferred← citeshttps://doi.org/10.1093/oso/9780198848004.003.0009openalex-snapshot
Future Perspectives
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780192894700.013.0028openalex-snapshot
Cultural evolution of music and language
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A metastable attractor model of self–other integration (MEAMSO) in rhythmic synchronization
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Amodal population clock in the primate medial premotor system for rhythmic tapping
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A Recurrent Neural Network for Rhythmic Timing
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Neural tracking of melodic prediction is pre-attentive
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Syncopation as Probabilistic Expectation: Conceptual, Computational, and Experimental Evidence
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Measuring self‐similarity in empirical signals to understand musical beat perception
inferred← citeshttps://doi.org/10.1111/mila.12439openalex-snapshot
In search of the beat
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An Active Inference Model of Meter Perception and the Urge to Move to Music
inferred← citeshttps://doi.org/10.1126/sciadv.adi2525openalex-snapshot
Neural dynamics of predictive timing and motor engagement in music listening
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Flexible tapping synchronization in macaques: dynamic switching of timing strategies within rhythmic sequences
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A Silent Disco: Differential Effects of Beat-based and Pattern-based Temporal Expectations on Persistent Entrainment of Low-frequency Neural Oscillations
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Effects of Rhythm and Accent Patterns on Tempo-Keeping Property of Finger Tapping
inferred← citeshttps://doi.org/10.1186/s40359-026-04969-6openalex-snapshot
The efficacy of rhythmic training for enhancing language and reading skills in children: a systematic review
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1009692openalex-snapshot
Correction: Expectancy-based rhythmic entrainment as continuous Bayesian inference
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1010579openalex-snapshot
Modeling enculturated bias in entrainment to rhythmic patterns
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1011669openalex-snapshot
Adaptive oscillators support Bayesian prediction in temporal processing
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1013798openalex-snapshot
Computational modeling of rhythmic expectations: Perspectives, pitfalls, and prospects
inferred← citeshttps://doi.org/10.1523/jneurosci.2305-21.2022openalex-snapshot
Neural Entrainment to Auditory Rhythms: Automatic or Top-Down Driven?
inferred← citeshttps://doi.org/10.1525/mp.2022.39.5.423openalex-snapshot
Perceived Motor Synchrony With the Beat is More Strongly Related to Groove Than Measured Synchrony
inferred← citeshttps://doi.org/10.1525/mp.2025.2427447openalex-snapshot
Marching to Your Own Beat
inferred← citeshttps://doi.org/10.17605/osf.io/uwny8openalex-snapshot
Bouwer et al., 2023 (JOCN) - A Silent Disco: Differential Effects of Beat-based and Pattern-based Temporal Expectations on Persistent Entrainment of Low-frequency Neural Oscillations
inferred← citeshttps://doi.org/10.2139/ssrn.5233815openalex-snapshot
Learning Sensorimotor Synchronization Through Reinforcement in Neural Networks
inferred← citeshttps://doi.org/10.31234/osf.io/p9uzaopenalex-snapshot
Neural entrainment to auditory rhythms: automatic or top-down driven?
inferred← citeshttps://doi.org/10.31234/osf.io/qp6jxopenalex-snapshot
Musicality and gene-culture coevolution: ten concepts to guide productive exploration
inferred← citeshttps://doi.org/10.31234/osf.io/vum78openalex-snapshot
Probabilistic modelling of microtiming perception
inferred← citeshttps://doi.org/10.31234/osf.io/wjtpkopenalex-snapshot
Do we all synch alike? Brain-body-environment interactions in Autism
inferred← citeshttps://doi.org/10.3389/fncir.2023.1275896openalex-snapshot
Do we all synch alike? Brain–body-environment interactions in ASD
inferred← citeshttps://doi.org/10.3389/fncom.2023.1151895openalex-snapshot
Dynamic models for musical rhythm perception and coordination
inferred← citeshttps://doi.org/10.3389/fpsyg.2022.906190openalex-snapshot
The sweet spot between predictability and surprise: musical groove in brain, body, and social interactions
inferred← citeshttps://doi.org/10.3390/brainsci14080757openalex-snapshot
Dorsal Anterior Cingulate Cortex Coordinates Contextual Mental Imagery for Single-Beat Manipulation during Rhythmic Sensorimotor Synchronization
inferred← citeshttps://doi.org/10.3758/s13414-022-02592-2openalex-snapshot
Testing beat perception without sensory cues to the beat: the Beat-Drop Alignment Test (BDAT)
inferred← citeshttps://doi.org/10.5334/joc.344openalex-snapshot
What is a Rhythm for the Brain? The Impact of Contextual Temporal Variability on Auditory Perception
inferred← citeshttps://doi.org/10.64628/aam.tfaxgjjvsopenalex-snapshot
We got the beat: How we perceive rhythm involves neurological processes that control movement
inferred← citeshttps://doi.org/10.64898/2026.01.24.700725openalex-snapshot
Amplification and delay of auditory feedback for walking: effects on variability, cadence, and temporal cortex activity
inferred← citeshttps://doi.org/10.64898/2026.01.29.702587openalex-snapshot
Oscillatory traveling waves during visual entrainment in autistic and neurotypical adults
inferred← citeshttps://doi.org/10.64898/2026.05.18.725874openalex-snapshot
Emergent Entrainment and Predictive Dynamics in Bio-Inspired Spiking Neural Networks
inferred← citeshttps://doi.org/10.64898/2026.09.17.752423openalex-snapshot
Simulated field potentials capture multiple simultaneous processes underlying human temporal attention
inferred← citeshttps://doi.org/10.7551/mitpress/14186.003.0006openalex-snapshot
Human Musicality and Gene-Culture Coevolution: Ten Concepts to Guide Productive Exploration
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