| A Debiased MDI Feature Importance Measure for Random Forests | Xiao Li · Yu Wang · Sumanta Basu · Karl Kumbier · Bin Yu |
| A Refined Margin Distribution Analysis for Forest Representation Learning | Shen-Huan Lyu · Liang Yang · Zhi-Hua Zhou |
| Faster Boosting with Smaller Memory | Julaiti Alafate · Yoav S Freund |
| Margin-Based Generalization Lower Bounds for Boosted Classifiers | Allan Grønlund · Lior Kamma · Kasper Green Larsen · Alexander Mathiasen · Jelani Nelson |
| Minimal Variance Sampling in Stochastic Gradient Boosting | Bulat Ibragimov · Gleb Gusev |
| MonoForest framework for tree ensemble analysis | Igor Kuralenok · Vasilii Ershov · Igor Labutin |
| Regularized Gradient Boosting | Corinna Cortes · Mehryar Mohri · Dmitry Storcheus |
| Rethinking Generative Mode Coverage: A Pointwise Guaranteed Approach | Peilin Zhong · Yuchen Mo · Chang Xiao · Pengyu Chen · Changxi Zheng |