Gresele, Luigi

16 publications

AISTATS 2025 All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling Emanuele Marconato, Sebastien Lachapelle, Sebastian Weichwald, Luigi Gresele

NeurIPS 2025 When Does Closeness in Distribution Imply Representational Similarity? an Identifiability Perspective Beatrix Miranda Ginn Nielsen, Emanuele Marconato, Andrea Dittadi, Luigi Gresele

NeurIPSW 2024 Challenges in Explaining Representational Similarity Through Identifiability Beatrix Miranda Ginn Nielsen, Luigi Gresele, Andrea Dittadi

NeurIPS 2023 CLadder: Assessing Causal Reasoning in Language Models Zhijing Jin, Yuen Chen, Felix Leeb, Luigi Gresele, Ojasv Kamal, Zhiheng Lyu, Kevin Blin, Fernando Gonzalez Adauto, Max Kleiman-Weiner, Mrinmaya Sachan, Bernhard Schölkopf

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

ICML 2022 Causal Inference Through the Structural Causal Marginal Problem Luigi Gresele, Julius Von Kügelgen, Jonas Kübler, Elke Kirschbaum, Bernhard Schölkopf, Dominik Janzing

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 Evaluating Vaccine Allocation Strategies Using Simulation-Assisted Causal Modelling Armin Kekić, Jonas Dehning, Luigi Gresele, Julius von Kügelgen, Viola Priesemann, Bernhard Schölkopf

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

ICLR 2021 Learning Explanations That Are Hard to Vary Giambattista Parascandolo, Alexander Neitz, Antonio Orvieto, Luigi Gresele, Bernhard Schölkopf

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

NeurIPS 2020 Modeling Shared Responses in Neuroimaging Studies Through MultiView ICA Hugo Richard, Luigi Gresele, Aapo Hyvarinen, Bertrand Thirion, Alexandre Gramfort, Pierre Ablin

NeurIPS 2020 Relative Gradient Optimization of the Jacobian Term in Unsupervised Deep Learning Luigi Gresele, Giancarlo Fissore, Adrián Javaloy, Bernhard Schölkopf, Aapo Hyvarinen

UAI 2019 The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA Luigi Gresele, Paul K. Rubenstein, Arash Mehrjou, Francesco Locatello, Bernhard Schölkopf