Mondrian calibration
PulseAugur coverage of Mondrian calibration — every cluster mentioning Mondrian calibration across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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New benchmark SimplexUQ evaluates conformal uncertainty on simplex-valued predictions
Researchers have introduced SimplexUQ, a novel framework and benchmark designed to evaluate how well conformal prediction methods handle uncertainty in predictions that fall on a simplex, such as probability distributio…
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Research questions conformal prediction safety for zero-shot VLMs under shift
A new research paper published on arXiv questions the reliability of split-conformal prediction as a safety measure for zero-shot vision-language models (VLMs) when deployed under shifting data conditions. The study fou…
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Study finds split-conformal prediction fails class-conditional safety for VLMs under shift
A new paper investigates the effectiveness of split-conformal prediction as a safety layer for zero-shot vision-language models (VLMs) under shifting data conditions. The research found that while marginal coverage can …