Human-AI Collaborative Uncertainty Quantification

arXiv — stat.MLTuesday, October 28, 2025 at 4:00:00 AM
The recent advancements in human-AI collaborative frameworks for uncertainty quantification are paving the way for more robust decision-making processes. As AI systems become integral to high-stakes choices, the need for combining human domain knowledge with AI's predictive capabilities is crucial. This collaboration not only enhances the decision-making pipeline but also addresses the limitations of AI in understanding long-term contexts and reasoning based on real-world scenarios. Such developments are significant as they promise to improve outcomes in various fields where uncertainty plays a critical role.
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