Author

Padhraic Smyth

2 papers indexed here

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#artificial intelligence May 2026

Learning to Assign Prediction Tasks to Agents with Capacity Constraints

This work provides a general theoretical characterization of the problem of learning to assign prediction tasks to one agent from a set of available agents, including human decision-makers and AI models and develops a framework of sequential explore-exploit policy-learning algorithms that seek to maximize overall perfo...

Shanglin Wu, Saatvik Kher, Padhraic Smyth · arXiv.org · 0 citations

#artificial intelligence Jun 2026

From 'May' to 'Is': Certainty Distortion in Language Model Rewriting

This work investigates certainty distortion in Language Models and proposes an LM-based evaluation metric that is consistent with population-level judgments of certainty, which reveals a general bias toward inflating expressed certainty.

Catarina G. Belém, Shangjia Wu, Hongyu Yao et al. · arXiv.org · 0 citations