Satchit Sivakumar
5 papers · 2021–2024 · 2 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (2) π Cross-Pollinator (13) πΊοΈ Taxonomy Completionist (10)
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Conferences
NIPS (4)
ICML (1)
Top co-authors
Research topics
Keywords
differential privacy
(5)
statistical learning
(2)
optimal transport
(1)
sample complexity
(1)
pac learning
(1)
privacy-preserving learning
(1)
empirical risk minimization
(1)
multiclass classification
(1)
statistical estimation
(1)
multiclass learning
(1)
distribution learning
(1)
lower bound
(1)
instance-optimal algorithm
(1)
error bound
(1)
sampling algorithm
(1)
total variation distance
(1)
additive error
(1)
privacy mechanism
(1)
continual observation
(1)
continual release
(1)
Papers
Instance-Optimal Private Density Estimation in the Wasserstein Distance
NIPS 2024
Counting Distinct Elements in the Turnstile Model with Differential Privacy under Continual Observation
NIPS 2023
The Price of Differential Privacy under Continual Observation
ICML 2023
Multiclass versus Binary Differentially Private PAC Learning
NIPS 2021
Differentially Private Sampling from Distributions
NIPS 2021