Besserve, Michel

26 publications

CLeaR 2025 Controlling for Discrete Unmeasured Confounding in Nonlinear Causal Models Patrick Burauel, Frederick Eberhardt, Michel Besserve

UAI 2024 Targeted Reduction of Causal Models Armin Kekić, Bernhard Schölkopf, Michel Besserve

ICLRW 2024 Targeted Reduction of Causal Models Armin Kekić, Bernhard Schölkopf, Michel Besserve

NeurIPSW 2024 Unsupervised Causal Abstraction Yuchen Zhu, Sergio Hernan Garrido Mejia, Bernhard Schölkopf, Michel Besserve

NeurIPS 2023 Causal Component Analysis Liang Wendong, Armin Kekić, Julius von Kügelgen, Simon Buchholz, Michel Besserve, Luigi Gresele, Bernhard Schölkopf

ICML 2023 Homomorphism AutoEncoder -- Learning Group Structured Representations from Observed Transitions Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin F Grewe, Bernhard Schölkopf

NeurIPSW 2023 Independent Mechanism Analysis and the Manifold Hypothesis Shubhangi Ghosh, Luigi Gresele, Julius von Kügelgen, Michel Besserve, Bernhard Schölkopf

NeurIPS 2023 Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen, Michel Besserve, Liang Wendong, Luigi Gresele, Armin Kekić, Elias Bareinboim, David M. Blei, Bernhard Schölkopf

ICLR 2023 Structure by Architecture: Structured Representations Without Regularization Felix Leeb, Giulia Lanzillotta, Yashas Annadani, Michel Besserve, Stefan Bauer, Bernhard Schölkopf

TMLR 2022 Causal Feature Selection via Orthogonal Search Ashkan Soleymani, Anant Raj, Stefan Bauer, Bernhard Schölkopf, Michel Besserve

CLeaR 2022 Cause-Effect Inference Through Spectral Independence in Linear Dynamical Systems: Theoretical Foundations Michel Besserve, Naji Shajarisales, Dominik Janzing, Bernhard Schölkopf

NeurIPS 2022 Embrace the Gap: VAEs Perform Independent Mechanism Analysis Patrik Reizinger, Luigi Gresele, Jack Brady, Julius von Kügelgen, Dominik Zietlow, Bernhard Schölkopf, Georg Martius, Wieland Brendel, Michel Besserve

NeurIPSW 2022 Estimating the Mechanisms Underlying Transient Dynamics Based on Peri-Event Data Kaidi Shao, Nikos K. Logothetis, Michel Besserve

NeurIPS 2022 Exploring the Latent Space of Autoencoders with Interventional Assays Felix Leeb, Stefan Bauer, Michel Besserve, Bernhard Schölkopf

NeurIPS 2022 Function Classes for Identifiable Nonlinear Independent Component Analysis Simon Buchholz, Michel Besserve, Bernhard Schölkopf

NeurIPSW 2022 Homomorphism AutoEncoder --- Learning Group Structured Representations from Observed Transitions Hamza Keurti, Hsiao-Ru Pan, Michel Besserve, Benjamin F Grewe, Bernhard Schölkopf

UAI 2022 Learning Soft Interventions in Complex Equilibrium Systems Michel Besserve, Bernhard Schölkopf

AAAI 2021 A Theory of Independent Mechanisms for Extrapolation in Generative Models Michel Besserve, Rémy Sun, Dominik Janzing, Bernhard Schölkopf

NeurIPS 2021 Independent Mechanism Analysis, a New Concept? Luigi Gresele, Julius von Kügelgen, Vincent Stimper, Bernhard Schölkopf, Michel Besserve

NeurIPS 2021 Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style Julius von Kügelgen, Yash Sharma, Luigi Gresele, Wieland Brendel, Bernhard Schölkopf, Michel Besserve, Francesco Locatello

ICLR 2020 Counterfactuals Uncover the Modular Structure of Deep Generative Models Michel Besserve, Arash Mehrjou, Rémy Sun, Bernhard Schölkopf

UAI 2019 Coordinating Users of Shared Facilities via Data-Driven Predictive Assistants and Game Theory Philipp Geiger, Michel Besserve, Justus Winkelmann, Claudius Proissl, Bernhard Schölkopf

AISTATS 2018 Group Invariance Principles for Causal Generative Models Michel Besserve, Naji Shajarisales, Bernhard Schölkopf, Dominik Janzing

ICML 2015 Telling Cause from Effect in Deterministic Linear Dynamical Systems Naji Shajarisales, Dominik Janzing, Bernhard Schoelkopf, Michel Besserve

NeurIPS 2013 Statistical Analysis of Coupled Time Series with Kernel Cross-Spectral Density Operators. Michel Besserve, Nikos K. Logothetis, Bernhard Schölkopf

NeurIPS 2012 Towards a Learning-Theoretic Analysis of Spike-Timing Dependent Plasticity David Balduzzi, Michel Besserve