Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources

F Lieder, TL Griffiths - Behavioral and brain sciences, 2020 - cambridge.org
Modeling human cognition is challenging because there are infinitely many mechanisms
that can generate any given observation. Some researchers address this by constraining the …

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

L Acerbi, K Dokka, DE Angelaki… - PLoS computational …, 2018 - journals.plos.org
The precision of multisensory perception improves when cues arising from the same cause
are integrated, such as visual and vestibular heading cues for an observer moving through a …

[HTML][HTML] Repeated exposure to either consistently spatiotemporally congruent or consistently incongruent audiovisual stimuli modulates the audiovisual common …

F Hong, S Badde, MS Landy - Scientific reports, 2022 - nature.com
To estimate an environmental property such as object location from multiple sensory signals,
the brain must infer their causal relationship. Only information originating from the same …

[HTML][HTML] Central tendency biases must be accounted for to consistently capture Bayesian cue combination in continuous response data

S Aston, J Negen, M Nardini, U Beierholm - Behavior Research Methods, 2022 - Springer
Observers in perceptual tasks are often reported to combine multiple sensory cues in a
weighted average that improves precision—in some studies, approaching statistically …

Young children combine sensory cues with learned information in a statistically efficient manner: But task complexity matters

VR Bejjanki, ER Randrup, RN Aslin - Developmental science, 2020 - Wiley Online Library
Human adults are adept at mitigating the influence of sensory uncertainty on task
performance by integrating sensory cues with learned prior information, in a Bayes‐optimal …

Sensorimotor priors are effector dependent

C Yin, H Wang, K Wei… - Journal of …, 2019 - journals.physiology.org
During sensorimotor tasks, subjects use sensory feedback but also prior information. It is
often assumed that the sensorimotor prior is just given by the experiment and that the details …

Multiple conceptions of resource rationality

WJ Ma, M Woodford - Behavioral and Brain Sciences, 2020 - search.proquest.com
Resource rationality holds great promise as a unifying principle across theories in
neuroscience, cognitive science, and economics. The target article clearly lays out this …

Shared perception is different from individual perception: a new look on context dependency

C Mazzola, F Rea, A Sciutti - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
Human perception is based on unconscious inference, where sensory input integrates with
prior information. This phenomenon, known as context dependency, helps in facing the …

[HTML][HTML] Bayes-like integration of a new sensory skill with vision

J Negen, L Wen, L Thaler, M Nardini - Scientific Reports, 2018 - nature.com
Humans are effective at dealing with noisy, probabilistic information in familiar settings. One
hallmark of this is Bayesian Cue Combination: combining multiple noisy estimates to …

[HTML][HTML] Variance misperception under skewed empirical noise statistics explains overconfidence in the visual periphery

CJ Winter, MAK Peters - Attention, Perception, & Psychophysics, 2022 - Springer
Perceptual confidence typically corresponds to accuracy. However, observers can be
overconfident relative to accuracy, termed “subjective inflation.” Inflation is stronger in the …