2 papers
cs.AI2026
Multi-Agent Reasoning with Consistency Verification Improves Uncertainty Calibration in Medical MCQA
John Ray B. Martinez
Miscalibrated confidence scores are a practical obstacle to deploying AI in clinical settings. A model that is always overconfident offers no useful signal for deferral. We present…
cs.LG2020
Personalization in Human-AI Teams: Improving the Compatibility-Accuracy Tradeoff
Jonathan Martinez, Kobi Gal, Ece Kamar +1
AI systems that model and interact with users can update their models over time to reflect new information and changes in the environment. Although these updates may improve the ov…