Visual metacognition: Measures, models, and neural correlates.

D Rahnev - American psychologist, 2021 - psycnet.apa.org
Visual metacognition is the ability to evaluate one's performance on visual perceptual tasks.
The field of visual metacognition unites the long tradition of visual psychophysics with the …

Subjective confidence reflects representation of Bayesian probability in cortex

LS Geurts, JRH Cooke, RS van Bergen… - Nature human …, 2022 - nature.com
What gives rise to the human sense of confidence? Here we tested the Bayesian hypothesis
that confidence is based on a probability distribution represented in neural population …

Consensus goals in the field of visual metacognition

D Rahnev, T Balsdon, L Charles… - Perspectives on …, 2022 - journals.sagepub.com
Despite the tangible progress in psychological and cognitive sciences over the last several
years, these disciplines still trail other more mature sciences in identifying the most important …

How do humans give confidence? A comprehensive comparison of process models of perceptual metacognition.

M Shekhar, D Rahnev - Journal of Experimental Psychology …, 2024 - psycnet.apa.org
Humans have the metacognitive ability to assess the accuracy of their decisions via
confidence judgments. Several computational models of confidence have been developed …

Ambiguous images with human judgments for robust visual event classification

K Sanders, R Kriz, A Liu… - Advances in Neural …, 2022 - proceedings.neurips.cc
Contemporary vision benchmarks predominantly consider tasks on which humans can
achieve near-perfect performance. However, humans are frequently presented with visual …

Suprathreshold perceptual decisions constrain models of confidence

SM Locke, MS Landy, P Mamassian - PLoS computational biology, 2022 - journals.plos.org
Perceptual confidence is an important internal signal about the certainty of our decisions
and there is a substantial debate on how it is computed. We highlight three confidence …

How do humans give confidence? A comprehensive comparison of process models of metacognition

M Shekhar, D Rahnev - 2022 - osf.io
Humans have the metacognitive ability to assess the accuracy of their decisions via
confidence judgments. Several computational models of confidence have been developed …

Challenging the Bayesian confidence hypothesis in perceptual decision-making

K Xue, M Shekhar, D Rahnev - Proceedings of the National Academy of …, 2024 - pnas.org
The Bayesian confidence hypothesis (BCH), which postulates that confidence reflects the
posterior probability that a decision is correct, is currently the most prominent theory of …

Modality independent or modality specific? Common computations underlie confidence judgements in visual and auditory decisions

RK West, WJ Harrison, N Matthews… - PLOS Computational …, 2023 - journals.plos.org
The mechanisms that enable humans to evaluate their confidence across a range of
different decisions remain poorly understood. To bridge this gap in understanding, we used …

Feeling lucky? Prospective and retrospective cues for sensorimotor confidence

ME Fassold, SM Locke, MS Landy - PLoS computational biology, 2023 - journals.plos.org
On a daily basis, humans interact with the outside world using judgments of sensorimotor
confidence, constantly evaluating our actions for success. We ask, what sensory and motor …