Benchmarking Predictive Coding Networks - Made Simple
2025. International Conference on Learning Representations
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2025
Li TE, Tang M, Bogacz R
Predictive Coding Model Detects Novelty on Different Levels of Representation Hierarchy.
2025. Neural Comput, 37(8):1373-1408.
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Dopamine encodes deep network teaching signals for individual learning trajectories.
2025. Cell, 188(14):3789-3805.e33.
Response of neuronal populations to phase-locked stimulation: model-based predictions and validation.
2025. J Neurosci, 45(15):e2269242025
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2024
Calder-Travis J, Charles L, Bogacz R, Yeung N
Bayesian confidence in optimal decisions.
2024. Psychol Rev, 131(5):1114-1160.
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Millidge B, Song Y, Lak A, Walton ME, Bogacz R
Reward Bases: A simple mechanism for adaptive acquisition of multiple reward types.
2024. PLoS Comput Biol, 20(11)e1012580.
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Oliviers G, Bogacz R, Meulemans A
Learning probability distributions of sensory inputs with Monte Carlo predictive coding.
2024. PLoS Comput Biol, 20(10)e1012532.
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Fritsche M, Majumdar A, Strickland LAM, Liebana Garcia S, Bogacz R, Lak A
Temporal regularities shape perceptual decisions and striatal dopamine signals.
2024. Nat Commun, 15(1):7093.
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How to design optimal brain stimulation to modulate phase-amplitude coupling?
2024. J Neural Eng, 21(4).
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Dopamine encoding of novelty facilitates efficient uncertainty-driven exploration.
2024. PLoS Comput Biol, 20(4)e1011516.
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