Gilles Barthe
4 papers · 2018–2020 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Keywords
differential privacy
(3)
privacy amplification
(2)
decision making
(1)
diffusion process
(1)
renyi divergence
(1)
statistical hypothesis testing
(1)
markov chain
(1)
stochastic process
(1)
satisfiability problem
(1)
counterfactual explanation
(1)
gaussian mechanism
(1)
markov operator
(1)
privacy profile
(1)
statistical learning
(1)
stochastic post-processing
(1)
algorithmic fairness
(1)
Papers
Hypothesis Testing Interpretations and Renyi Differential Privacy
AISTATS 2020
Model-Agnostic Counterfactual Explanations for Consequential Decisions
AISTATS 2020
Privacy Amplification by Mixing and Diffusion Mechanisms
NeurIPS 2019
Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences
NeurIPS 2018