Neural mechanisms that make perceptual decisions flexible

G Okazawa, R Kiani - Annual review of physiology, 2023 - annualreviews.org
Neural mechanisms of perceptual decision making have been extensively studied in
experimental settings that mimic stable environments with repeating stimuli, fixed rules, and …

Deep imagination is a close to optimal policy for planning in large decision trees under limited resources

C Mastrogiuseppe, R Moreno-Bote - Scientific reports, 2022 - nature.com
Many decisions involve choosing an uncertain course of action in deep and wide decision
trees, as when we plan to visit an exotic country for vacation. In these cases, exhaustive …

Confidence at the limits of human nested cognition

S Recht, L Jovanovic, P Mamassian… - Neuroscience of …, 2022 - academic.oup.com
Metacognition is the ability to weigh the quality of our own cognition, such as the confidence
that our perceptual decisions are correct. Here we ask whether metacognitive performance …

A theoretical formalization of consequence-based decision-making

G Cecchini, M DePass, E Baspinar, M Andujar… - bioRxiv, 2023 - biorxiv.org
Learning to make adaptive decisions depends on exploring options, experiencing their
consequence, and reassessing one's strategy for the future. Although several studies have …

[HTML][HTML] Human Exploration Strategically Balances Approaching and Avoiding Uncertainty

Y Abir, MN Shadlen, D Shohamy - eLife, 2024 - elifesciences.org
A central purpose of exploration is to reduce goal-relevant uncertainty. Consequentially,
individuals often explore by focusing on areas of uncertainty in the environment. However …

Computational basis of hierarchical and counterfactual information processing

M Ramadan, C Tang, N Watters, M Jazayeri - bioRxiv, 2024 - biorxiv.org
Cognitive theories attribute humans' unparalleled capacity in solving complex multistage
decision problems to distinctive hierarchical and counterfactual reasoning strategies. Here …

Principles of Human Information Seeking and Exploration

Y Abir - 2024 - academiccommons.columbia.edu
Our tendency to be curious about our environment and our capacity to effectively explore it
are central to human intelligence. This dissertation takes a functional approach to …

Informational Entropy Threshold as a Physical Mechanism for Explaining Tree-like Decision Making in Humans

J Cristín, V Méndez, D Campos - Entropy, 2022 - mdpi.com
While approaches based on physical grounds (such as the drift-diffusion model—DDM)
have been exhaustively used in psychology and neuroscience to describe perceptual …