Propensity Score Alignment of Unpaired Multimodal DataNeural Information Processing Systems (NeurIPS), 2024 |
CASPER: Causality-Aware Spatiotemporal Graph Neural Networks for
Spatiotemporal Time Series ImputationInternational Conference on Information and Knowledge Management (CIKM), 2024 |
A Sparsity Principle for Partially Observable Causal Representation
LearningInternational Conference on Machine Learning (ICML), 2024 Danru Xu Dingling Yao Sébastien Lachapelle Perouz Taslakian Julius von Kügelgen Francesco Locatello Sara Magliacane |
CaRiNG: Learning Temporal Causal Representation under Non-Invertible
Generation ProcessInternational Conference on Machine Learning (ICML), 2024 |
Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image RegistrationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 |
Identifiable Feature Learning for Spatial Data with Nonlinear ICAInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |