Ilya Tolstikhin
6 papers · 2014–2023 · 4 conferences · across top CS/AI conferences
Achievements
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๐บ๏ธ Taxonomy Completionist (12) ๐ Conference Polyglot (4) ๐ Academic Marathon (9) ๐ Cross-Pollinator (14) ๐ Interdisciplinary Bridge
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Keyword Pioneer
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Hot Topic Early Bird
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Conference Pioneer
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Trend Setter
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The Questioner
Conferences
COLT (3)
ICLR (1)
ICML (1)
JMLR (1)
Top co-authors
Research topics
Keywords
reproducing kernel hilbert space
(2)
kernel mean embedding
(2)
semi-supervised learning
(1)
statistical learning theory
(1)
transductive learning
(1)
vc dimension
(1)
minimax estimation
(1)
concept class
(1)
excess risk bound
(1)
rate of convergence
(1)
concentration inequality
(1)
learning rate
(1)
minimax lower bound
(1)
synthetic datum
(1)
learning curve
(1)
consistent estimator
(1)
unlabeled datum
(1)
empirical process
(1)
kernel class
(1)
localized complexity
(1)
Papers
Fine-Grained Distribution-Dependent Learning Curves
COLT 2023
When can unlabeled data improve the learning rate?
COLT 2019
Wasserstein Auto-Encoders
ICLR 2018
Differentially Private Database Release via Kernel Mean Embeddings
ICML 2018
Minimax Estimation of Kernel Mean Embeddings
JMLR 2017
Localized Complexities for Transductive Learning
COLT 2014