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Angus Brayne

2 accepted papers

2025

Retrieve to Explain: Evidence-driven Predictions for Explainable Drug Target Identification

ACL 2025long

Language models hold incredible promise for enabling scientific discovery by synthesizing massive research corpora. Many complex scientific research questions have multiple plausible answers, each supported by evidence of varying strength. However, existing language models lack the capability to qua…

2021

Directed Graph Embeddings in Pseudo-Riemannian Manifolds

ICML 2021spotlight

The inductive biases of graph representation learning algorithms are often encoded in the background geometry of their embedding space. In this paper, we show that general directed graphs can be effectively represented by an embedding model that combines three components: a pseudo-Riemannian metric…