Language experience shapes predictive coding of rhythmic sound sequences by Piermatteo Morucci, Sanjeev Nara, Mikel Lizarazu, Clara Martin, Nicola Molinaro

Subjects: “…predictive coding…”
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Spatiotemporal brain hierarchies of auditory memory recognition and predictive coding by L. Bonetti, G. Fernández-Rubio, F. Carlomagno, M. Dietz, D. Pantazis, P. Vuust, M. L. Kringelbach

“…This study expands on the predictive coding theory by providing quantitative evidence of hierarchical brain mechanisms during conscious memory and predictive processing of auditory sequences.…”
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Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning by Lotter, William, Kreiman, Gabriel, Cox, David

“…We describe a predictive neural network (“PredNet”) architecture that is inspired by the concept of “predictive coding” from the neuroscience literature. These networks learn to predict future frames in a video sequence, with each layer in the network making local predictions and only forwarding deviations from those predictions to subsequent network layers. …”
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Predictive coding of the statistical parameters of uncertain rewards by orbitofrontal neurons by O'Neill, M, Schultz, W

A Machine Learning Perspective on Predictive Coding with PAQ8 by Knoll, B, de Freitas, N

Investigating predictive coding as a principle of function in sensory systems by Deleniv, S

“…<p>According to the theory of predictive coding, the brain does not generate sensations simply by ’sponging up’ bottom-up information arriving from the senses. …”

Memory-augmented dense predictive coding for video representation learning by Han, T, Xie, W, Zisserman, A

“…We make the following contributions: (i) We propose a new architecture and learning framework Memory-augmented Dense Predictive Coding (MemDPC) for the task. It is trained with a predictive attention mechanism over the set of compressed memories, such that any future states can always be constructed by a convex combination of the condensed representations, allowing to make multiple hypotheses efficiently. …”

Spatiotemporal brain hierarchies of auditory memory recognition and predictive coding by Bonetti, L, Fernández-Rubio, G, Carlomagno, F, Dietz, M, Pantazis, D, Vuust, P, Kringelbach, ML

“…This study expands on the predictive coding theory by providing quantitative evidence of hierarchical brain mechanisms during conscious memory and predictive processing of auditory sequences.…”

PSNR Improvement using Different Prediction Coding in Image Compression by Khamies K. Hasan

“…Differential Pulse Code Modulation (DPCM) is one of the predictive coding techniques. The number of previous pixels employed in the estimate operation is referred to as the order of the predictor. …”
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Collective predictive coding hypothesis: symbol emergence as decentralized Bayesian inference by Tadahiro Taniguchi, Tadahiro Taniguchi

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Hierarchical Novelty-Familiarity Representation in the Visual System by Modular Predictive Coding. by Boris Vladimirskiy, Robert Urbanczik, Walter Senn

“…Predictive coding has been previously introduced as a hierarchical coding framework for the visual system. …”
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Functional dissociation of stimulus intensity encoding and predictive coding of pain in the insula by Stephan Geuter, Sabrina Boll, Falk Eippert, Christian Büchel

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Potential of deep predictive coding networks for spatiotemporal tsunami wavefield prediction by Ardiansyah Fauzi, Norimi Mizutani

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Understanding Cognitive Behavioral Therapy for Psychosis Through the Predictive Coding Framework by Julia M. Sheffield, Aaron P. Brinen, Brandee Feola, Stephan Heckers, Philip R. Corlett

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Recurrent predictive coding models for associative memory employing covariance learning. by Mufeng Tang, Tommaso Salvatori, Beren Millidge, Yuhang Song, Thomas Lukasiewicz, Rafal Bogacz

“…We further show that our models can be combined with hierarchical predictive coding networks to model the hippocampo-neocortical interactions. …”
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Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks by Jangho Lee, Jeonghee Jo, Byounghwa Lee, Jung-Hoon Lee, Sungroh Yoon, Sungroh Yoon

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Encoding Longer-Term Contextual Information with Predictive Coding and Ego-Motion by Junpei Zhong, Angelo Cangelosi, Tetsuya Ogata, Xinzheng Zhang

“…It integrates the perception and action in the predictive coding framework. Moreover, in this neural network model, there are different temporal scales of predictions existing on different levels of the hierarchical predictive coding architecture, which defines the temporal memories in recording the events occurring. …”
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Predictive coding and attention in developmental cognitive neuroscience and perspectives for neurodevelopmental disorders by Anne-Lise Marais, Nadege Roche-Labarbe

Subjects: “…Predictive coding…”
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Learning probability distributions of sensory inputs with Monte Carlo predictive coding. by Gaspard Oliviers, Rafal Bogacz, Alexander Meulemans

“…These frameworks were brought together by variational filtering that introduced neural sampling to predictive coding. Here, we consider a variant of variational filtering for static inputs, to which we refer as Monte Carlo predictive coding (MCPC). …”
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Learning probability distributions of sensory inputs with Monte Carlo predictive coding by Oliviers, G, Bogacz, R, Meulemans, A

“…These frameworks were brought together by variational filtering that introduced neural sampling to predictive coding. Here, we consider a variant of variational filtering for static inputs, to which we refer as Monte Carlo predictive coding (MCPC). …”