Alexander Fishkov
5 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
🗺️
Taxonomy Completionist
(14)
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Hot Topic Early Bird
Top co-authors
Research topics
Keywords
conditional coverage
(2)
conformal prediction
(2)
uncertainty quantification
(2)
quantile regression
(1)
nonparametric regression
(1)
nonparametric estimation
(1)
multivariate regression
(1)
selective prediction
(1)
risk bound
(1)
data heterogeneity
(1)
prediction set
(1)
confidence set
(1)
aleatoric uncertainty
(1)
total variation distance
(1)
conditional variance
(1)
nadaraya-watson estimator
(1)
heteroskedastic regression
(1)
variance testing
(1)
prediction abstention
(1)
nadaraaya-watson estimator
(1)
Papers
Probabilistic Conformal Prediction with Approximate Conditional Validity
ICLR 2025
Rectifying Conformity Scores for Better Conditional Coverage
ICML 2025
Efficient Conformal Prediction under Data Heterogeneity
AISTATS 2024
Selective Nonparametric Regression via Testing
ACML 2023
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network
NeurIPS 2022