Honorio, Jean
52 publications
ICML
2022
Sparse Mixed Linear Regression with Guarantees: Taming an Intractable Problem with Invex Relaxation
AISTATS
2021
Novel Change of Measure Inequalities with Applications to PAC-Bayesian Bounds and Monte Carlo Estimation
NeurIPS
2021
Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem
NeurIPS
2018
Computationally and Statistically Efficient Learning of Causal Bayes Nets Using Path Queries
ICML
2018
Learning Maximum-a-Posteriori Perturbation Models for Structured Prediction in Polynomial Time
NeurIPS
2017
Learning Identifiable Gaussian Bayesian Networks in Polynomial Time and Sample Complexity
JMLR
2015
Learning the Structure and Parameters of Large-Population Graphical Games from Behavioral Data