Paper Splits Conformal Reliability From Frequency Calibration After a Break
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Diagram drawn for this item: Paper Splits Conformal Reliability From Frequency Calibration After a Break. On October 3, 2026, researcher Karl Li of Columbia University posted a paper to arXiv, later accepted at the 40th Conference on Neural Information Processing Systems, arguing that conformal reliability and frequency calibration are... A vendor that bills by the token, the way MiniMax's published pay as you go price list does, depends on forecasts of demand and error rates staying honest across a pricing change, not just on average; a reset rule that keeps a usage...
A Columbia University paper on arXiv separates two audits of conformal prediction, a method relevant to pay-per-token vendors such as MiniMax.
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