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Bethany Connolly

2 accepted papers

2025

ChemPile: A 250 GB Diverse and Curated Dataset for Chemical Foundation Models

NeurIPS 2025poster

Foundation models have shown remarkable success across scientific domains, yet their impact in chemistry remains limited due to the absence of diverse, large-scale, high-quality datasets that reflect the field's multifaceted nature. We present the ChemPile, an open dataset containing over 75 billio…

Cited by 0SourceScholar
2023

Task-specific experimental design for treatment effect estimation

ICML 2023oral

Understanding causality should be a core requirement of any attempt to build real impact through AI. Due to the inherent unobservability of counterfactuals, large randomised trials (RCTs) are the standard for causal inference. But large experiments are generically expensive, and randomisation carrie…

Cited by 3SourcePDFScholar