Pierre Humbert
5 papers · 2020–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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Hot Topic Early Bird
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Research topics
Keywords
graph structure learning
(2)
federated learning
(1)
differential privacy
(1)
conformal prediction
(1)
robust statistics
(1)
ising model
(1)
outlier detection
(1)
nonparametric estimation
(1)
laplacian matrix
(1)
kernel density estimation
(1)
quantile estimation
(1)
prediction set
(1)
graph signal
(1)
spectral representation
(1)
coverage guarantee
(1)
factor analysis model
(1)
conditional log likelihood
(1)
robust density estimation
(1)
quantile-of-quantiles estimator
(1)
volume minimization
(1)
Papers
On Volume Minimization in Conformal Regression
ICML 2025
One-Shot Federated Conformal Prediction
ICML 2023
Robust Kernel Density Estimation with Median-of-Means principle
ICML 2022
Learning Laplacian Matrix from Graph Signals with Sparse Spectral Representation
JMLR 2021
Learning the piece-wise constant graph structure of a varying Ising model
ICML 2020