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Author

Edward Hughes

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Preprint Aug 2026

Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization

Modern systems are increasingly expected to transfer across tasks not specified during training. What data facilitates generalization in these new, unanticipated settings? One hypothesis is that data with more structural information could contain shared circuits and subprograms that could be recycled in a wider array o...

Ellen Su, Andres Potapczynski, Shikai Qiu et al. · 0 citations
Preprint Aug 2026

Training AI Scientists to Replicate Research

The replicability of papers is a cornerstone of scientific knowledge, ensuring the reliability of existing results and providing a base for further experiments. The act of replication typically illuminates details that were previously underspecified, and thus requires similar hypothesis-driven exploration to open-ended...

Damon Falck, Samer Sabri, Anja Surina et al. · 0 citations

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