Ilya Tolstikhin
6 papers · 2014–2023 · 4 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver
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Conference Pioneer
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The Questioner
Top co-authors
Research topics
Keywords
reproducing kernel hilbert space
(2)
kernel mean embedding
(2)
statistical learning theory
(2)
semi-supervised learning
(1)
transductive learning
(1)
sample complexity
(1)
pac learning
(1)
adversarial training
(1)
vc dimension
(1)
minimax estimation
(1)
concept class
(1)
excess risk bound
(1)
rate of convergence
(1)
concentration inequality
(1)
generative model
(1)
learning rate
(1)
minimax lower bound
(1)
synthetic data
(1)
learning curve
(1)
latent space
(1)
Papers
Fine-Grained Distribution-Dependent Learning Curves
COLT 2023
When can unlabeled data improve the learning rate?
COLT 2019
Differentially Private Database Release via Kernel Mean Embeddings
ICML 2018
Wasserstein Auto-Encoders
ICLR 2018
Minimax Estimation of Kernel Mean Embeddings
JMLR 2017
Localized Complexities for Transductive Learning
COLT 2014