Predictive-Coding

Artificial neural networks and machine learning applied to the understanding of biological vision

2026-01-29-emergences

Open PhD Position in Computational & Systems Neuroscience : 'Neuromodulatory control of predictive processing in visual cortical circuits'

DynTex: A Real-Time Generative Model of Dynamic Naturalistic Luminance Textures

Andrew Isaac Meso, Jonathan Vacher, Nikos Gekas, Pascal Mamassian, Laurent U Perrinet, Guillaume S Masson

A Predictive Approach to Enhance Time-Series Forecasting

Skye Gunasekaran, Assel Kembay, Hugo Ladret, Rui-Jie Zhu, Laurent U Perrinet, Omid Kavehei, Jason Eshraghian

Artificial neural networks and machine learning applied to the understanding of biological vision

2025-03-11-phd-program-sparse-representations

2025-02-11-neuromath

An open-source vision-science tool for the auto-regressive generation of dynamic stochastic textures Motion Clouds

Nikos Gekas, Andrew Isaac Meso, Jonathan Vacher, Laurent U APerrinet, Pascal Mamassian, Guillaume S Masson

Accurate Detection of Spiking Motifs in Neurobiological Data by Learning Heterogeneous Delays of a Spiking Neural Network

Laurent U Perrinet

Artificial neural networks and machine learning applied to the understanding of biological vision

PhD thesis 'Focus of attention: a sensory-motor task for energy reduction in spiking neural networks'

2024-04-17-phd-program-sparse-representations

Accurate Detection of Spiking Motifs by Learning Heterogeneous Delays of a Spiking Neural Network

Laurent U Perrinet

Cortical recurrence supports resilience to sensory variance in the primary visual cortex

Hugo Ladret, Nelson Cortes, Lamyae Ikan, Frédéric Chavane, Christian Casanova, Laurent U Perrinet

2023-05-10-phd-program_neurosciences-computationnelles.md

Artificial neural networks and machine learning applied to the understanding of biological vision

2023-04-05-ue-neurosciences-computationnelles

Artificial neural networks and machine learning applied to the understanding of biological vision

2023-04-03-master-m-4-nc

Polychronies (2022 / 2025)

Pooling in a predictive model of V1 explains functional and structural diversity across species

Victor Boutin, Angelo Franciosini, Frédéric Chavane, Laurent U Perrinet

Réseaux de neurones artificiels et apprentissage machine appliqués à la compréhension de la vision

Statistics of the sparse representations of natural images

SDPC : A Sparse and Predictive Model of the Early Visual System

Angelo Franciosini

Soutenance de thèse Angelo Franciosini

Pooling in a predictive model of V1 explains functional and structural diversity across species

Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system

Victor Boutin, Angelo Franciosini, Frédéric Chavane, Franck Ruffier, Laurent U Perrinet

Modelling Complex-cells and topological structure in the visual cortex of mammals using Sparse Predictive Coding

Angelo Franciosini, Victor Boutin, Laurent U Perrinet

Understanding natural vision using deep predictive coding

PhD offer "Ultra-fast vision using Spiking Neural Networks"

From the retina to action: Understanding visual processing

Modelling Complex-cells and topological structure in the visual cortex of mammals using Sparse Predictive Coding

Angelo Franciosini, Victor Boutin, Laurent U Perrinet

2020-03-13: Soutenance de thèse Victor Boutin

Effect of top-down connections in Hierarchical Sparse Coding

Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent U Perrinet

La vision comme processus prédictif: Une approche bio-mimétique

Laurent U Perrinet

From the retina to action: Dynamics of predictive processing in the visual system

Laurent U Perrinet

Postdoc position on Visual computations using Spatio-temporal Diffusion Kernels and Traveling Waves

2019-05-20: Symposium on Active Inference at NeuroFrance 2019

From the retina to action: Understanding visual processing

Effet de La Variabilité de La Vitesse Sur Le Mouvement de Poursuite Oculaire Lente et Sur La Perception de La Vitesse

Kiana Mansour-Pour

From the retina to action: Predictive processing in the visual system

Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system

Victor Boutin, Angelo Franciosini, Frédéric Chavane, Franck Ruffier, Laurent U Perrinet

A hierarchical, multi-layer convolutional sparse coding algorithm based on predictive coding

Angelo Franciosini, Victor Boutin, Laurent U Perrinet

Modelling Complex Cells of Early Visual Cortex using Predictive Coding

Angelo Franciosini, Victor Boutin, Laurent U Perrinet

Sparse Deep Predictive Coding to model visual object recognition

Victor Boutin, Angelo Franciosini, Frédéric Chavane, Franck Ruffier, Laurent U Perrinet

Top-down connection in Hierarchical Sparse Coding

Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent U Perrinet

Bayesian Modeling of Motion Perception using Dynamical Stochastic Textures

Jonathan Vacher, Andrew Isaac Meso, Laurent U Perrinet, Gabriel Peyré

From biological vision to unsupervised hierarchical sparse coding

Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent U Perrinet

On the Origins of Hierarchy in Visual Processing

Angelo Franciosini, Laurent U Perrinet

Unsupervised Hierarchical Sparse Coding algorithm inspired by Biological Vision

Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent U Perrinet

Tutorial on predictive coding

Controlling an aerial robot with human gestures using bio-inspired algorithm

Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent U Perrinet

ANR Horizontal-V1 (2017/2021)

ANR SPEED (2013/2016)

DOC2AMU (2016/2019)

PhD ICN (2017 / 2021)

Compensation of oculomotor delays in the visual system's network

Laurent U Perrinet, Rick A Adams, Karl Friston

CODDE (2008/2012)

PACE-ITN (2015/2019)

Active inference, eye movements and oculomotor delays

Laurent U Perrinet, Rick A Adams, Karl Friston

2014-04-17: Soutenance d'habilitation à diriger des recherches (HDR)

Codage prédictif dans les transformations visuo-motrices

Laurent U Perrinet

Axonal delays and on-time control of eye movements

Anisotropic connectivity implements motion-based prediction in a spiking neural network

Bernhard a Kaplan, Anders Lansner, Guillaume S Masson, Laurent U Perrinet

Active inference, eye movements and oculomotor delays

Laurent U Perrinet, Rick A Adams, Karl Friston

Active inference, eye movements and oculomotor delays

Laurent U Perrinet, Rick A Adams, Karl Friston

Smooth Pursuit and Visual Occlusion: Active Inference and Oculomotor Control in Schizophrenia

Rick A Adams, Laurent U Perrinet, Karl Friston

The behavioral receptive field underlying motion integration for primate tracking eye movements

Guillaume S Masson, Laurent U Perrinet

Motion Clouds: Model-based stimulus synthesis of natural-like random textures for the study of motion perception

Paula Sanz Leon, Ivo Vanzetta, Guillaume S Masson, Laurent U Perrinet

Motion-based prediction is sufficient to solve the aperture problem

Active inference, smooth pursuit and oculomotor delays

Laurent U Perrinet, Rick A Adams, Karl Friston

Motion-based prediction is sufficient to solve the aperture problem

Guillaume S Masson, Laurent U Perrinet

Motion-based prediction is sufficient to solve the aperture problem

Laurent U Perrinet, Guillaume S Masson

Perceptions as Hypotheses: Saccades as Experiments

Karl Friston, Rick A Adams, Laurent U Perrinet, Michael Breakspear

On efficient sparse spike coding schemes for learning natural scenes in the primary visual cortex

Laurent U Perrinet

An efficiency razor for model selection and adaptation in the primary visual cortex

Laurent U Perrinet

A generative model for Spike Time Dependent Hebbian Plasticity

Laurent U Perrinet, Manuel Samuelides

Hilde Langengen-Teigen