http://liyingbo.com/tags/tabular-deep-learning/ Recent content in Tabular Deep Learning on King Fox And Butterfly Hugo -- gohugo.io en-us Sat, 25 Apr 2026 00:00:00 +0000 http://liyingbo.com/stat/2026/04/25/tabular-deep-learning-benchmarks/ Sat, 25 Apr 2026 00:00:00 +0000 http://liyingbo.com/stat/2026/04/25/tabular-deep-learning-benchmarks/ Datasets Models Overview of top ranking models Details of model comparison results from the papers When does GBDT outperform DNN Large sample size Feature redundancy Feature heterogeneity and irregularity Regression and binary classification tasks Non-smooth target functions Other factors Insights and Learnings References It has almost been a decade since the invention of modern implementations of Gradient Boosted Decision Trees (GBDT), such as XGBoost [Chen and Guestrin 2016], LightGBM [Ke et al 2017], and CatBoost [Prokhorenkova et al 2018].