Reference health
Reinforcement Learning or Active Inference?
39/39 checkable references clean · checked 2026-07-26
Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.
22 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.
The 39 checked references that resolve
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Toward a modern theory of adaptive networks: Expectation and prediction.
resolves10.1016/0306-4522(94)90592-4
Value-dependent selection in the brain: Simulation in a synthetic neural model
resolves10.1146/annurev.ne.13.030190.001353
Perceptual Neural Organization: Some Approaches Based on Network Models and Information Theory
resolves10.1038/381607a0
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
resolves10.1038/4580
Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects
resolves10.1016/j.tins.2004.10.007
The Bayesian brain: the role of uncertainty in neural coding and computation
resolves10.1038/nature02024
Environmentally mediated synergy between perception and behaviour in mobile robots
resolves10.1016/S0960-0779(98)00287-2
Entropy principle of extremality as a driving force in the discrete dynamics of complex and living systems
resolves10.1016/j.newideapsych.2006.09.002
Intentionality in non-equilibrium systems? The functional aspects of self-organized pattern formation
resolves10.1016/S0893-6080(98)00029-X
A bottom up approach towards the acquisition and expression of sequential representations applied to a behaving real-world device: Distributed Adaptive Control III
resolves10.1002/1531-8257(200009)15:5<762::AID-MDS1002>3.0.CO;2-2
Computational models of the basal ganglia
resolves10.1016/S0306-4522(00)00019-1
Mesolimbocortical and nigrostriatal dopamine responses to salient non-reward events
resolves10.1016/j.neucom.2006.10.132
Development of receptive fields in a closed-loop behavioural system
The 22 references without a DOI — listed, not checked
no DOI — not checkedA theory of Pavlovian conditioning: variations in the effectiveness of reinforcement and nonreinforcement.
no DOI — not checkedOn the Theory of Dynamic Programming, Proceedings of the National Academy
no DOI — not checkedLinearly-solvable Markov decision problems.
no DOI — not checkedThe computational neurobiology of learning and reward.
no DOI — not checked<italic>Generalization in reinforcement learning: Successful examples using sparse coarse coding</italic>.
no DOI — not checkedDe máquinas y seres vivos.
no DOI — not checked<italic>Brownian Agents and Active Particles: Collective Dynamics in the Natural and Social Sciences</italic>.
no DOI — not checked<italic>Ergodic theory</italic>, in Hazewinkel, Michiel, Encyclopaedia of Mathematics, Kluwer Academic Publishers, ISBN 978-1556080104
no DOI — not checked<italic>Statistical mechanics</italic>.
no DOI — not checkedKeeping neural networks simple by minimising the description length of weights.
no DOI — not checkedFree-energy minimisation algorithm for decoding and cryptoanalysis.
no DOI — not checkedHandbuch der physiologischen optik.
no DOI — not checkedFree energy and the brain Synthese
no DOI — not checkedTemporal sequence learning, prediction, and control: a review of different models and their relation to biological mechanisms.
no DOI — not checkedEye movement statistics in humans are consistent with an optimal search strategy.
no DOI — not checkedA bridge between nonlinear time-series models and nonlinear stochastic dynamical systems: A local linearization approach.
no DOI — not checkedAdaptive, fast walking in a biped robot under neuronal control and learning.
no DOI — not checkedInsights from models of rhythmic motor systems.
no DOI — not checkedSparse Bayesian learning and the Relevance Vector Machine.
no DOI — not checkedSynaptic depression and cortical gain control.
no DOI — not checkedA hierarchy of time-scales and the brain. PLoS Comput Biol Nov;4(11):e1000209.
no DOI — not checkedRelevance of error: what drives motor adaptation?
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