Search Results for author: Álvaro Parafita

Found 3 papers, 1 papers with code

Algorithmic Causal Effect Identification with causaleffect

1 code implementation9 Jul 2021 Martí Pedemonte, Jordi Vitrià, Álvaro Parafita

Our evolution as a species made a huge step forward when we understood the relationships between causes and effects.

Causal Inference

Causal Inference with Deep Causal Graphs

no code implementations15 Jun 2020 Álvaro Parafita, Jordi Vitrià

Parametric causal modelling techniques rarely provide functionality for counterfactual estimation, often at the expense of modelling complexity.

Causal Inference counterfactual +1

Explaining Visual Models by Causal Attribution

no code implementations19 Sep 2019 Álvaro Parafita, Jordi Vitrià

Model explanations based on pure observational data cannot compute the effects of features reliably, due to their inability to estimate how each factor alteration could affect the rest.

counterfactual

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