5 citations · 6 across the 2 of their papers we have counts for
2 papers
cs.LG2022★ 5 cited
Granger causal inference on DAGs identifies genomic loci regulating transcription
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. However,…
cs.LG2022★ 1 cited
Causally-guided Regularization of Graph Attention Improves Generalizability
Alexander P. Wu, Thomas Markovich, Bonnie Berger +2
Graph attention networks estimate the relational importance of node neighbors to aggregate relevant information over local neighborhoods for a prediction task. However, the inferre…