Brando, Axel

8 publications

TMLR 2026 CEPAE: Conditional Entropy-Penalized Autoencoders for Time Series Counterfactuals Tomas Garriga, Gerard Sanz, Eduard Serrahima de Cambra, Axel Brando

NeurIPS 2025 Position: If Innovation in AI Systematically Violates Fundamental Rights, Is It Innovation at All? Josu Andoni Eguíluz Castañeira, Axel Brando, Migle Laukyte, Marc Serra-Vidal

NeurIPS 2025 Practical Do-Shapley Explanations with Estimand-Agnostic Causal Inference Álvaro Parafita, Tomas Garriga, Axel Brando, Francisco J. Cazorla

NeurIPSW 2024 A Novel Application of SCMs to Time Series Counterfactual Estimation in the Pharmaceutical Industry Tomas Garriga, Gerard Sanz, Eduard Serrahima de Cambra, Axel Brando

UAI 2024 Shedding Light on Large Generative Networks: Estimating Epistemic Uncertainty in Diffusion Models Lucas Berry, Axel Brando, David Meger

AISTATS 2023 Retrospective Uncertainties for Deep Models Using Vine Copulas Natasa Tagasovska, Firat Ozdemir, Axel Brando

AISTATS 2022 Deep Non-Crossing Quantiles Through the Partial Derivative Axel Brando, Barcelona Supercomputing Center, Joan Gimeno, Jose Rodriguez-Serrano, Jordi Vitria

NeurIPS 2019 Modelling Heterogeneous Distributions with an Uncountable Mixture of Asymmetric Laplacians Axel Brando, Jose A Rodriguez, Jordi Vitria, Alberto Rubio Muñoz