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CalArena: A Large Scale Post-Hoc Calibration Benchmark
CalArena benchmarks nearly 2000 post-hoc calibration experiments, finding smooth methods outperform binning and multiclass-specific designs are essential.
Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026
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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 3/5