Human-aligned calibration for ai-assisted decision making
Whenever a binary classifier is used to provide decision support, it typically provides both a
label prediction and a confidence value. Then, the decision maker is supposed to use the …
label prediction and a confidence value. Then, the decision maker is supposed to use the …
Consensus goals in the field of visual metacognition
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 …
years, these disciplines still trail other more mature sciences in identifying the most important …
Suprathreshold perceptual decisions constrain models of confidence
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 …
and there is a substantial debate on how it is computed. We highlight three confidence …
Confidence at the limits of human nested cognition
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 …
that our perceptual decisions are correct. Here we ask whether metacognitive performance …
Modality independent or modality specific? Common computations underlie confidence judgements in visual and auditory decisions
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 …
different decisions remain poorly understood. To bridge this gap in understanding, we used …
Prior information differentially affects discrimination decisions and subjective confidence reports
According to Bayesian models, both decisions and confidence are based on the same
precision-weighted integration of prior expectations (“priors”) and incoming information …
precision-weighted integration of prior expectations (“priors”) and incoming information …
Confidence guides priority between forthcoming tasks
Humans can estimate confidence in their decisions, and there is increasing interest on how
this feeling of confidence regulates future behavior. Here, we investigate whether …
this feeling of confidence regulates future behavior. Here, we investigate whether …
Optimal policy for uncertainty estimation concurrent with decision making
X Li, R Su, Y Chen, T Yang - Cell Reports, 2023 - cell.com
Decision making often depends on vague information that leads to uncertainty, which is a
quantity contingent not on choice but on probability distributions of sensory evidence and …
quantity contingent not on choice but on probability distributions of sensory evidence and …
A new model for calculating human trust behavior during human-AI collaboration in multiple decision-making tasks: A Bayesian approach
S Ding, X Pan, L Hu, L Liu - Computers & Industrial Engineering, 2025 - Elsevier
Abstract The advancement of Artificial Intelligence (AI) technology has made human-AI
collaboration increasingly common. Trust is a decisive factor influencing the quality of such …
collaboration increasingly common. Trust is a decisive factor influencing the quality of such …
A metacognitive approach to the study of motion-induced duration biases reveals inter-individual differences in forming confidence judgments
Our ability to estimate the duration of subsecond visual events is prone to distortions, which
depend on both sensory and decisional factors. To disambiguate between these two …
depend on both sensory and decisional factors. To disambiguate between these two …