Suchergebnisse - Generative predictive coding

Orientation selectivity enhances context generalization and generative predictive coding in the hippocampus von Liu, Kefei, Sibille, Jeremie, Dragoi, George

“… We learn and remember multiple new experiences throughout the day. The neural principles enabling continuous rapid learning and formation of distinct …”
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Generative Speech Coding with Predictive Variance Regularization von Kleijn, W. Bastiaan, Storus, Andrew, Chinen, Michael, Denton, Tom, Lim, Felicia S. C., Luebs, Alejandro, Skoglund, Jan, Yeh, Hengchin

“… The recent emergence of machine-learning based generative models for speech suggests a significant reduction in bit rate for speech codecs is possible …”
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Bidirectional interaction between visual and motor generative models using Predictive Coding and Active Inference von Annabi, Louis, Pitti, Alexandre, Quoy, Mathias

“… In this work, we build upon the Active Inference (AIF) and Predictive Coding (PC) frameworks to propose a neural architecture comprising a generative model for sensory prediction, and a distinct generative model for motor trajectories …”
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Generative Pre-Training for Speech with Autoregressive Predictive Coding von Chung, Yu-An, Glass, James

“… In this paper we propose to use autoregressive predictive coding (APC), a recently proposed self-supervised objective, as a generative pre-training approach for learning meaningful, non-specific, and transferable speech representations …”
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Semantic Predictive Coding with Arbitrated Generative Adversarial Networks von Stivaktakis, Radamanthys, Tsagkatakis, Grigorios, Tsakalides, Panagiotis

“… of associative ordering. In this work, we introduce the notion of semantic predictive coding by proposing a novel generative adversarial modeling framework which incorporates the arbiter classifier as a new component …”
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Collective predictive coding hypothesis: symbol emergence as decentralized Bayesian inference von Taniguchi, Tadahiro

“… and the evolutionary dynamics of symbol emergence throughout history. This study introduces the collective predictive coding (CPC …”
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A Predictive-Coding Network That Is Both Discriminative and Generative von Sun, Wei, Orchard, Jeff

“… Predictive coding (PC) networks are a biologically interesting class of neural networks …”
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Enhancing Learning-Based Cross-Modality Prediction for Lossless Medical Imaging Compression von Nicolau, Daniel S., Thomaz, Lucas A., Tavora, Luis M. N., Faria, Sergio M. M.

“… Standard image codecs fail to properly exploit cross-modality redundancies, limiting coding efficiency …”
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Enhanced Residue Prediction for Lossless Coding of Multimodal Image Pairs Based on Image-to-Image Translation von Nicolau, Daniel S., Parracho, Joao O., Thomaz, Lucas A., Tavora, Luis M. N., Faria, Sergio M. M.

“… In this paper, a novel lossless multimodal prediction module is introduced. The proposed method employs a deep learning-based approach with Image-to-Image translation for the purpose of joint coding of Positron Emission Tomography (PET …”
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Lossless Coding of Multimodal Image Pairs Based on Image-To-Image Translation von Parracho, Joao O., Thomaz, Lucas A., Tavora, Luis M. N., Assuncao, Pedro A. A., Faria, Sergio M. M.

“… This paper proposes a new cross-modality prediction approach for lossless coding of multimodal images, based on a Generative Adversarial Network (GAN …”
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Collective predictive coding as model of science: formalizing scientific activities towards generative science von Taniguchi, Tadahiro, Takagi, Shiro, Otsuka, Jun, Hayashi, Yusuke, Hamada, Hiro Taiyo

“… This article proposes a new conceptual framework called collective predictive coding as a model of science (CPC-MS …”
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Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images von Ororbia, Alexander, Mali, Ankur

“… In this work, we develop convolutional neural generative coding (Conv-NGC), a generalization of predictive coding to the case of convolution/deconvolution-based computation …”
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Making Predictive Coding Networks Generative von Orchard, Jeff, Sun, Wei

“… Predictive coding (PC) networks are a biologically interesting class of neural networks …”
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Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function von Spratling, M W

“… A method is presented for learning the reciprocal feedforward and feedback connections required by the predictive coding model of cortical function …”
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INTERNATIONAL PATENT: INTERDIGITAL VC HOLDINGS, INC. FILES APPLICATION FOR "GENERATIVE-BASED PREDICTIVE CODING FOR LIDAR POINT CLOUD COMPRESSION"

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INTERNATIONAL PATENT: INTERDIGITAL VC HOLDINGS, INC. FILES APPLICATION FOR "GENERATIVE-BASED PREDICTIVE CODING FOR POINT CLOUD COMPRESSION"

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Generative Speech Coding with Predictive Variance Regularization von Kleijn, W Bastiaan, Storus, Andrew, Chinen, Michael, Denton, Tom, Lim, Felicia S C, Luebs, Alejandro, Skoglund, Jan, Yeh, Hengchin

“… The recent emergence of machine-learning based generative models for speech suggests a significant reduction in bit rate for speech codecs is possible …”
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Evidence from auditory and visual event-related potential (ERP) studies of deviance detection (MMN and vMMN) linking predictive coding theories and perceptual object representations von Winkler, István, Czigler, István

“… Predictive coding theories posit that the perceptual system is structured as a hierarchically organized set of generative models with increasingly general models at higher levels …”
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Predictive coding in auditory perception: challenges and unresolved questions von Denham, Susan L., Winkler, István

“… Predictive coding is arguably the currently dominant theoretical framework for the study of perception …”
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Bidirectional Interaction between Visual and Motor Generative Models using Predictive Coding and Active Inference von Annabi, Louis, Pitti, Alexandre, Quoy, Mathias

“… In this work, we build upon the Active Inference (AIF) and Predictive Coding (PC) frameworks to propose a neural architecture comprising a generative model for sensory prediction, and a distinct generative model for motor trajectories …”
Volltext