2 papers
cs.HC2026
Learning to Trust: How Humans Mentally Recalibrate AI Confidence Signals
ZhaoBin Li, Mark Steyvers
Productive human-AI collaboration requires appropriate reliance, yet contemporary AI systems are often miscalibrated, exhibiting systematic overconfidence or underconfidence. We in…
cs.AI2025
Beyond Accuracy: How AI Metacognitive Sensitivity improves AI-assisted Decision Making
ZhaoBin Li, Mark Steyvers
In settings where human decision-making relies on AI input, both the predictive accuracy of the AI system and the reliability of its confidence estimates influence decision quality…