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cs.LG2026
Auditing Conformal Prediction for Language Models Under Inference-Time Model Shift
Achref Doula, Max Mühlhäuser
Conformal prediction (CP) for language models is typically evaluated under a matched protocol, in which calibration and deployment use the same post-training inference configuratio…
cs.LG2026
Conformal Calibration Transfer
Achref Doula
Conformal prediction converts point predictions into set-valued predictions with coverage guarantees under exchangeability between calibration and deployment data. We study conform…
cs.LG2025
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation
Achref Doula, Max Mühlhäuser, Alejandro Sanchez Guinea
Large Language Models (LLMs) show growing promise in autonomous driving by reasoning over complex traffic scenarios to generate path plans. However, their tendencies toward overcon…