Featured Publications on Michel Besserve, Prof. Dr.

Targeted Reduction of Causal Models

Thu, 02 Nov 2023 00:00:00 +0000

Learning soft interventions in complex equilibrium systems

Thu, 02 Jun 2022 00:00:00 +0000

Uncovering the organization of neural circuits with Generalized Phase Locking Analysis

Thu, 07 Apr 2022 00:00:00 +0000

Independent Mechanism Analysis, a New Concept?

Wed, 02 Jun 2021 00:00:00 +0000

Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style

Tue, 01 Jun 2021 00:00:00 +0000

A theory of independent mechanisms for extrapolation in generative models

Sun, 07 Apr 2019 00:00:00 +0000

Coupling of hippocampal theta and ripples with pontogeniculooccipital waves

Sun, 07 Apr 2019 00:00:00 +0000

Groupe invariance principles for causal generative models

Thu, 01 Mar 2018 00:00:00 +0000

This work introduces the concept of genericity of a cause-mechanism pair. This provides a general framework to measure of independence of mechanisms, which we apply to latent variable models. As a consequence, this framework allows to perform model selection in the context of unsupervised learning.

Shifts of Gamma Phase Reflect Dynamic Information Transfer

Tue, 01 Sep 2015 00:00:00 +0000

In this work, we estimate Transfer Entropy an information theoretic measure of Granger-causality.