Nikita Kotelevskii
6 papers · 2021–2025 · 5 conferences · across top CS/AI conferences
Achievements
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๐ Interdisciplinary Bridge ๐งญ Keyword Pioneer ๐ Conference Polyglot (5) ๐ฃ Hot Topic Early Bird ๐ Cross-Pollinator (15)
๐บ๏ธ
Taxonomy Completionist
(20)
Conferences
NIPS (2)
AISTATS (1)
ICLR (1)
ICML (1)
IJCAI (1)
Top co-authors
Keywords
uncertainty quantification
(4)
federated learning
(3)
personalized model
(2)
markov chain monte carlo
(2)
importance sampling
(1)
nonparametric estimation
(1)
annealed importance sampling
(1)
latent variable model
(1)
data heterogeneity
(1)
variational autoencoder
(1)
confidence set
(1)
out-of-distribution detection
(1)
client heterogeneity
(1)
evidence lower bound
(1)
aleatoric uncertainty
(1)
predictive uncertainty
(1)
personalized federated learning
(1)
posterior network
(1)
personalized learning
(1)
deep latent variable model
(1)
Papers
From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation
ICLR 2025
Efficient Conformal Prediction under Data Heterogeneity
AISTATS 2024
Dirichlet-based Uncertainty Quantification for Personalized Federated Learning with Improved Posterior Networks
IJCAI 2024
FedPop: A Bayesian Approach for Personalised Federated Learning
NIPS 2022
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network
NIPS 2022
Monte Carlo Variational Auto-Encoders
ICML 2021