Stephen Bates
2 papers · Latest:
Buying Data of Unknown Quality: Fisher Information Procurement Auctions
This paper introduces mechanisms for buyers to procure data for parameter estimation from providers with unknown quality, ensuring truthful reporting.
2604.08821
Machine LearningOnline Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning
ORCA uses test-time training and conformal prediction to calibrate LLM reasoning, significantly boosting efficiency and generalization while providing valid confidence.
2604.01170
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