DiNo and RanBu: Lightweight Predictions from Shallow Random Forests

Tiago Mendonça dos Santos, Rafael Izbicki, Luís Gustavo Esteves

Random Forest ensembles are a strong baseline for tabular prediction tasks, but their reliance on hundreds of deep trees often results in high inference latency and memory demands,…