2 papers
stat.ML2026
Causal ASCEND: Scalable Two-tier Causal Discovery on High Dimensional Multi-omics Data
Stephen Asiedu, David Watson
Biological systems exhibit a hierarchical structure, characterised by directed flow from upstream regulators to downstream effects. Although this ordering provides a natural scaffo…
q-bio.GN2025
Multi-omic Causal Discovery using Genotypes and Gene Expression
Stephen Asiedu, David Watson
Causal discovery in multi-omic datasets is crucial for understanding the bigger picture of gene regulatory mechanisms, but remains challenging due to high dimensionality, different…