Search Results for author: Alexander P. Wu

Found 2 papers, 1 papers with code

Causally-guided Regularization of Graph Attention Improves Generalizability

no code implementations20 Oct 2022 Alexander P. Wu, Thomas Markovich, Bonnie Berger, Nils Hammerla, Rohit Singh

Graph attention networks estimate the relational importance of node neighbors to aggregate relevant information over local neighborhoods for a prediction task.

Causal Inference Graph Attention +1

Granger causal inference on DAGs identifies genomic loci regulating transcription

1 code implementation ICLR 2022 Rohit Singh, Alexander P. Wu, Bonnie Berger

When a dynamical system can be modeled as a sequence of observations, Granger causality is a powerful approach for detecting predictive interactions between its variables.

Causal Inference

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