Pierre Humbert
5 papers · 2020–2025 · 2 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (2) π Academic Marathon (5)
π
Cross-Pollinator
(6)
Conferences
ICML (4)
JMLR (1)
Top co-authors
Keywords
graph structure learning
(2)
differential privacy
(1)
conformal prediction
(1)
robust statistics
(1)
ising model
(1)
outlier detection
(1)
nonparametric estimation
(1)
change-point detection
(1)
laplacian matrix
(1)
kernel density estimation
(1)
quantile estimation
(1)
prediction set
(1)
graph signal
(1)
spectral representation
(1)
coverage guarantee
(1)
non-parametric estimation
(1)
factor analysis model
(1)
conditional log-likelihood
(1)
robust density estimation
(1)
quantile-of-quantiles estimator
(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