Showing 2026Show all
2 papers · 1 filter
cs.LG2026
Online Verification of Language Model Responses Under Cost Constraints
Erfan Hajihashemi, Yanning Shen
As large language models are increasingly deployed for multi-step reasoning, verifying the correctness of their outputs has become essential for maintaining reliability at scale. V…
cs.LG2026
Enhanced Multi-model Online Conformal Prediction
Erfan Hajihashemi, Yanning Shen
Conformal prediction is a framework for uncertainty quantification that constructs prediction sets for previously unseen data, guaranteeing coverage of the true label with a specif…