3 papers
stat.ML2022★ 2 cited
Bayesian Information Criterion for Event-based Multi-trial Ensemble data
Kaidi Shao, Nikos K. Logothetis, Michel Besserve
Transient recurring phenomena are ubiquitous in many scientific fields like neuroscience and meteorology. Time inhomogenous Vector Autoregressive Models (VAR) may be used to charac…
cs.LG2018
Counterfactuals uncover the modular structure of deep generative models
Michel Besserve, Arash Mehrjou, Rémy Sun +1
Deep generative models can emulate the perceptual properties of complex image datasets, providing a latent representation of the data. However, manipulating such representation to…
stat.ML2017
Group invariance principles for causal generative models
Michel Besserve, Naji Shajarisales, Bernhard Schölkopf +1
The postulate of independence of cause and mechanism (ICM) has recently led to several new causal discovery algorithms. The interpretation of independence and the way it is utilize…