Bayesian causal inference: A unifying neuroscience theory

Multisensory Integration Develops Prior to Crossmodal Recalibration

(2020) Sophie Rohlf et al.   CURRENT BIOLOGY

Crossmodal associations modulate multisensory spatial integration

(2020) Jonathan Tong et al.   Attention Perception & Psychophysics

Monkeys and Humans Implement Causal Inference to Simultaneously Localize Auditory and Visual Stimuli

(2020) Jeff T Mohl et al.   JOURNAL OF NEUROPHYSIOLOGY

Weak observer-level correlation and strong stimulus-level correlation between the McGurk effect and audiovisual speech-in-noise: a causal inference explanation

(2020) John F. Magnotti et al.   CORTEX

Using the past to estimate sensory uncertainty

(2020) Ulrik Beierholm et al.   eLife

A unified neural circuit of causal inference and multisensory integration

(2019) Ying Fang et al.   NEUROCOMPUTING

Causal Inference in the Multisensory Brain

(2019) Yinan Cao et al.   NEURON

Causal inference accounts for heading perception in the presence of object motion

(2019) Kalpana Dokka et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The neural dynamics of hierarchical Bayesian causal inference in multisensory perception

(2019) Tim Rohe et al.   Nature Communications

To integrate or not to integrate: Temporal dynamics of hierarchical Bayesian causal inference

(2019) Máté Aller et al.   PLOS BIOLOGY

Complementary congruent and opposite neurons achieve concurrent multisensory integration and segregation

(2019) Wen-Hao Zhang et al.   eLife

Statistical inference of body representation in the macaque brain

(2019) Wen Fang et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Bayesian psychophysics model of sense of agency

(2019) Roberto Legaspi et al.   Nature Communications

Older adults sacrifice response speed to preserve multisensory integration performance

(2019) Samuel A. Jones et al.   NEUROBIOLOGY OF AGING

Auditory-induced visual illusions in rodents measured by spontaneous behavioural response

(2019) Yuki Ito et al.   Scientific Reports

Causal Inference in the Perception of Verticality

(2018) Ksander N. de Winkel et al.   Scientific Reports

Bayesian comparison of explicit and implicit causal inference strategies in multisensory heading perception

(2018) Luigi Acerbi et al.   PLoS Computational Biology

Causal inference for spatial constancy across whole body motion

(2018) Florian Perdreau et al.   JOURNAL OF NEUROPHYSIOLOGY

A causal inference explanation for enhancement of multisensory integration by co-articulation

(2018) John F. Magnotti et al.   Scientific Reports

The material-weight illusion is a Bayes-optimal percept under competing density priors

(2018) Megan A.K. Peters et al.   PeerJ

A biologically inspired neurocomputational model for audiovisual integration and causal inference

(2017) Cristiano Cuppini et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

A Causal Inference Model Explains Perception of the McGurk Effect and Other Incongruent Audiovisual Speech

(2017) John F. Magnotti et al.   PLoS Computational Biology

A simple and efficient method to enhance audiovisual binding tendencies

(2017) Brian Odegaard et al.   PeerJ

Causal Inference in Multisensory Heading Estimation

(2017) Ksander N. de Winkel et al.   PLoS One

A neural implementation of Bayesian inference based on predictive coding

(2016) M. W. Spratling   CONNECTION SCIENCE

Sampling-based causal inference in cue combination and its neural implementation

(2016) Zhaofei Yu et al.   NEUROCOMPUTING

The effects of selective and divided attention on sensory precision and integration

(2016) Brian Odegaard et al.   NEUROSCIENCE LETTERS

Bayesian Brains without Probabilities

(2016) Adam N. Sanborn et al.   TRENDS IN COGNITIVE SCIENCES

Causal Inference for Spatial Constancy across Saccades

(2016) Jeroen Atsma et al.   PLoS Computational Biology

The Size-Weight Illusion is not anti-Bayesian after all: a unifying Bayesian account

(2016) Megan A.K. Peters et al.   PeerJ

Perceptual learning shapes multisensory causal inference via two distinct mechanisms

(2016) David P. McGovern et al.   Scientific Reports

Sensory reliability shapes perceptual inference via two mechanisms

(2015) Tim Rohe et al.   JOURNAL OF VISION

Robust speech perception: Recognize the familiar, generalize to the similar, and adapt to the novel.

(2015) Dave F. Kleinschmidt et al.   PSYCHOLOGICAL REVIEW

Cortical Hierarchies Perform Bayesian Causal Inference in Multisensory Perception

(2015) Tim Rohe et al.   PLOS BIOLOGY

Biases in Visual, Auditory, and Audiovisual Perception of Space

(2015) Brian Odegaard et al.   PLoS Computational Biology

Perception of Body Ownership Is Driven by Bayesian Sensory Inference

(2015) Majed Samad et al.   PLoS One

Recurrent network for multisensory integration-identification of common sources of audiovisual stimuli

(2013) Itsuki Yamashita et al.   Frontiers in Computational Neuroscience

Towards a Neural Implementation of Causal Inference in Cue Combination

(2013) Wei Ji Ma et al.   Multisensory Research

Multisensory brain mechanisms of bodily self-consciousness

(2012) Olaf Blanke   NATURE REVIEWS NEUROSCIENCE

Neural processing as causal inference

(2011) Timm Lochmann et al.   CURRENT OPINION IN NEUROBIOLOGY

The Rubber Hand Illusion: Feeling of Ownership and Proprioceptive Drift Do Not Go Hand in Hand

(2011) Marieke Rohde et al.   PLoS One

Common Bayesian Models for Common Cognitive Issues

(2010) Francis Colas et al.   ACTA BIOTHEORETICA

Learning latent structure: carving nature at its joints

(2010) Samuel J Gershman et al.   CURRENT OPINION IN NEUROBIOLOGY

Bayesian and “Anti-Bayesian” Biases in Sensory Integration for Action and Perception in the Size–Weight Illusion

(2010) Jordan B. Brayanov et al.   JOURNAL OF NEUROPHYSIOLOGY

Recovering the functional form of the slow-and-smooth prior in global motion perception

(2010) H. Lu et al.   JOURNAL OF VISION

Causal inference in perception

(2010) Ladan Shams et al.   TRENDS IN COGNITIVE SCIENCES

Self versus Environment Motion in Postural Control

(2010) Kalpana Dokka et al.   PLoS Computational Biology

Probability Matching as a Computational Strategy Used in Perception

(2010) David R. Wozny et al.   PLoS Computational Biology

Perceptual Learning: Inverting the Size–Weight Illusion

(2009) Marc O. Ernst   CURRENT BIOLOGY

Bayesian priors are encoded independently from likelihoods in human multisensory perception

(2009) U. R. Beierholm et al.   JOURNAL OF VISION

Probabilistic combination of slant information: Weighted averaging and robustness as optimal percepts

(2009) A. R. Girshick et al.   JOURNAL OF VISION

Multisensory Oddity Detection as Bayesian Inference

(2009) Timothy Hospedales et al.   PLoS One

Bayesian decision theory as a model of human visual perception: Testing Bayesian transfer

(2009) LAURENCE T. MALONEY et al.   VISUAL NEUROSCIENCE

Structure Inference for Bayesian Multisensory Scene Understanding

(2008) T.M. Hospedales et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Relevance of Error: What Drives Motor Adaptation?

(2008) Kunlin Wei et al.   JOURNAL OF NEUROPHYSIOLOGY

Human trimodal perception follows optimal statistical inference

(2008) David R. Wozny et al.   JOURNAL OF VISION

Estimating the sources of motor errors for adaptation and generalization

(2008) Max Berniker et al.   NATURE NEUROSCIENCE

Probabilistic Population Codes for Bayesian Decision Making

(2008) Jeffrey M. Beck et al.   NEURON

If I Were You: Perceptual Illusion of Body Swapping

(2008) Valeria I. Petkova et al.   PLoS One