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cs.CV2026
Mixed-Prior Decision Risk for Open-Set Recognition
L. A. Erlygin, P. D. Proskura, A. A. Zaytsev
In open-set recognition (OSR), a probe must either be identified as one of the known gallery classes or rejected as unknown, so three error types coexist: false acceptance, false r…
cs.CL2026
Uncertainty Estimation for the Open-Set Text Classification systems
Leonid Erlygin, Alexey Zaytsev
Accurate uncertainty estimation is essential for building robust and trustworthy recognition systems. In this paper, we consider the open-set text classification (OSTC) task - and…