Abstract: We present a robust method to infer network topology in the presence of outliers from given observations at nodes under the structural equation model. We introduce auxiliary matrices ...
CausalSR introduces a novel approach to image super-resolution by incorporating structural causal models and counterfactual inference. The model explicitly models degradation mechanisms through causal ...