Výsledky vyhledávání - Generative predictive coding

Orientation selectivity enhances context generalization and generative predictive coding in the hippocampus Autor 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…”
Zjistit podrobnosti o přístupu

Generative Speech Coding with Predictive Variance Regularization Autor 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…”
Získat plný text

Bidirectional interaction between visual and motor generative models using Predictive Coding and Active Inference Autor 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…”
Získat plný text

Generative Pre-Training for Speech with Autoregressive Predictive Coding Autor 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…”
Získat plný text

Semantic Predictive Coding with Arbitrated Generative Adversarial Networks Autor 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…”
Získat plný text

Collective predictive coding hypothesis: symbol emergence as decentralized Bayesian inference Autor Taniguchi, Tadahiro

“… and the evolutionary dynamics of symbol emergence throughout history. This study introduces the collective predictive coding (CPC…”
Získat plný text

A Predictive-Coding Network That Is Both Discriminative and Generative Autor Sun, Wei, Orchard, Jeff

“…Predictive coding (PC) networks are a biologically interesting class of neural networks…”
Zjistit podrobnosti o přístupu

Enhancing Learning-Based Cross-Modality Prediction for Lossless Medical Imaging Compression Autor 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…”
Získat plný text

Enhanced Residue Prediction for Lossless Coding of Multimodal Image Pairs Based on Image-to-Image Translation Autor 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…”
Získat plný text

Lossless Coding of Multimodal Image Pairs Based on Image-To-Image Translation Autor 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…”
Získat plný text

Collective predictive coding as model of science: formalizing scientific activities towards generative science Autor 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…”
Získat plný text

Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images Autor 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…”
Získat plný text

Making Predictive Coding Networks Generative Autor Orchard, Jeff, Sun, Wei

“…Predictive coding (PC) networks are a biologically interesting class of neural networks…”
Získat plný text

Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function Autor Spratling, M W

“…A method is presented for learning the reciprocal feedforward and feedback connections required by the predictive coding model of cortical function…”
Zjistit podrobnosti o přístupu

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

Získat plný text

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

Získat plný text

Generative Speech Coding with Predictive Variance Regularization Autor 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…”
Získat plný text

Evidence from auditory and visual event-related potential (ERP) studies of deviance detection (MMN and vMMN) linking predictive coding theories and perceptual object representations Autor 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…”
Získat plný text

Predictive coding in auditory perception: challenges and unresolved questions Autor Denham, Susan L., Winkler, István

“…Predictive coding is arguably the currently dominant theoretical framework for the study of perception…”
Získat plný text

Bidirectional Interaction between Visual and Motor Generative Models using Predictive Coding and Active Inference Autor 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…”
Získat plný text