Reproduce “Beyond Interaction Scores: Selecting Feature Interactions via Independent Replication” on OpenResearch
Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.
Universal app for Apple silicon and Intel. Requires macOS 11 or later.
About this paper
Jincheng Gao, Shuo Sun
LENS selects reproducible pairwise interactions by fitting the same algorithm on disjoint data and testing whether a confirmation fit repeats the discovery fit’s interaction pattern above a strength threshold. On F1–F10, XGBoost LENS recovered 91% of 64 material pairs, versus 45–47% for DIAMOND, with no false selections against benchmark labels. These are fitted-model patterns, not necessarily ground-truth interactions.
Summary by alphaXiv.
Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.