eess.SY · 2026-09-02 · No. 103
Systems and Control, 2026-09-02.
1 new papers in eess.SY. Titles, authors,
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01 — The papers
1 entries-
01
Exact Risk-Complexity Laws for Projective Boundaries in Scenario Optimization and Distribution-Free Certification
Giuseppe C. Calafiore
eess.SY · cs.LG · math.OC
Scenario optimization, conformal prediction, and related distribution-free certification methods use finite samples to construct decisions or prediction sets with violation-risk guarantees for fresh observations. In several classical settings, the conditional violation risk follows an exact beta law, whose tail has a beta-binomial representation and whose parameter is a support, calibration, or compression dimension. This paper identifies the...
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