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stat.ML2019
Residual Networks Behave Like Boosting Algorithms
Chapman Siu
We show that Residual Networks (ResNet) is equivalent to boosting feature representation, without any modification to the underlying ResNet training algorithm. A regret bound based…
stat.ML2019★ 2 cited
TreeGrad: Transferring Tree Ensembles to Neural Networks
Chapman Siu
Gradient Boosting Decision Tree (GBDT) are popular machine learning algorithms with implementations such as LightGBM and in popular machine learning toolkits like Scikit-Learn. Man…