Joonas Jälkö
8 papers · 2019–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (11) 🌈 Renaissance Researcher (5)
🗺️
Taxonomy Completionist
(12)
🌉
Interdisciplinary Bridge
🏆
Keyword Champion
(2)
Conferences
AISTATS (4)
ICML (2)
JMLR (1)
NIPS (1)
Top co-authors
Research topics
Keywords
differential privacy
(6)
bayesian inference
(3)
posterior inference
(2)
privacy accounting
(2)
fast fourier transform
(2)
gaussian mechanism
(2)
synthetic datum
(2)
bayesian modeling
(1)
exponential mechanism
(1)
posterior predictive
(1)
generalized linear model
(1)
confidence interval
(1)
uncertainty estimation
(1)
multiple imputation
(1)
rényi divergence
(1)
privacy loss distribution
(1)
barker acceptance test
(1)
renyi privacy
(1)
dp stochastic gradient descent
(1)
bayesian learning
(1)
Papers
On Consistent Bayesian Inference from Synthetic Data
JMLR 2025
Noise-Aware Differentially Private Variational Inference
AISTATS 2025
Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation
ICML 2024
Noise-Aware Statistical Inference with Differentially Private Synthetic Data
AISTATS 2023
Tight Differential Privacy for Discrete-Valued Mechanisms and for the Subsampled Gaussian Mechanism Using FFT
AISTATS 2021
Differentially Private Bayesian Inference for Generalized Linear Models
ICML 2021
Computing Tight Differential Privacy Guarantees Using FFT
AISTATS 2020
Differentially Private Markov Chain Monte Carlo
NIPS 2019