Ruth Heller
4 papers · 2016–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Bronze
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Venues
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Research topics
Keywords
distribution-free test
(2)
independence test
(2)
hypothesis testing
(2)
multivariate analysis
(1)
independence testing
(1)
mutual information estimation
(1)
deep neural network
(1)
out-of-distribution detection
(1)
type i error
(1)
coverage guarantee
(1)
distance correlation
(1)
bonferroni correction
(1)
k-sample test
(1)
label distribution shift
(1)
batch prediction set
(1)
conformal prediction
(1)
simes inequality
(1)
statistical testing
(1)
statistical hypothesis testing
(1)
Papers
Powerful batch conformal prediction for classification
AISTATS 2025
A Statistical Framework for Efficient Out of Distribution Detection in Deep Neural Networks
ICLR 2022
Consistent Distribution-Free K-Sample and Independence Tests for Univariate Random Variables
JMLR 2016
Multivariate tests of association based on univariate tests
NeurIPS 2016