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Jieun Yook

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Book Open access Jul 2026

Evolutionary Feature Construction for Tabular Transformers via Gradient-Enhanced Attention Rollout

This work introduces GEAR, a gradient-enhanced attention rollout that preserves the full interaction matrix between input tokens and uses its input-input block as an interaction prior for a trained tabular Transformer to guide a validity-first genetic programming search.

H. Byun, Jieun Yook, Hanbin Koo et al. · 0 citations

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