What is recorded here?
Studies mismatch between neural confidence and correctness, and fits a held-out scalar logit temperature as a practical multiclass calibration procedure without changing class argmax.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Builds on Platt scaling and existing temperature use. Assumes representative same-distribution calibration/test data; binned ECE is an empirical measure, not universal or conditional calibration. Architecture correlations are not causal identifications. First three authors explicitly equal in alphabetical order.
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People and systems
Chuan Guo; Geoff Pleiss; Yu Sun; Kilian Q. Weinberger
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Temperature scaling and calibration analysis of modern neural classifiers
Studies mismatch between neural confidence and correctness, and fits a held-out scalar logit temperature as a practical multiclass calibration procedure without changing class argmax.
Scientific scope
Builds on Platt scaling and existing temperature use. Assumes representative same-distribution calibration/test data; binned ECE is an empirical measure, not universal or conditional calibration. Architecture correlations are not causal identifications. First three authors explicitly equal in alphabetical order.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Chuan Guo; Geoff Pleiss; Yu Sun; Kilian Q. Weinberger
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.