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tree ensemble

46 papers

TE

Papers

Compressing tree ensembles through Level-wise Optimization and Pruning ICML 2025 Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles AAAI 2025 Linear Mode Connectivity in Differentiable Tree Ensembles ICLR 2025 Most General Explanations of Tree Ensembles IJCAI 2025 On the Computational Tractability of the (Many) Shapley Values AISTATS 2025 Prediction models that learn to avoid missing values ICML 2025 Witty: An Efficient Solver for Computing Minimum-Size Decision Trees AAAI 2025 Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024 End-to-end Feature Selection Approach for Learning Skinny Trees AISTATS 2024 Faster Repeated Evasion Attacks in Tree Ensembles NeurIPS 2024 Fréchet Random Forests for Metric Space Valued Regression with Non Euclidean Predictors JMLR 2024 No-Regret Bandit Exploration based on Soft Tree Ensemble Model NeurIPS 2024 Robustness Verification of Multi-Class Tree Ensembles AAAI 2024 Analyzing Tree Architectures in Ensembles via Neural Tangent Kernel ICLR 2023 AnimateSVG: Autonomous Creation and Aesthetics Evaluation of Scalable Vector Graphics Animations for the Case of Brand Logos AAAI 2023 ForestPrune: Compact Depth-Pruned Tree Ensembles AISTATS 2023 GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection NeurIPS 2023 On Computing Optimal Tree Ensembles ICML 2023 Sparse tree-based Initialization for Neural Networks ICLR 2023 Stochastic Tree Ensembles for Estimating Heterogeneous Effects AISTATS 2023 A Neural Tangent Kernel Perspective of Infinite Tree Ensembles ICLR 2022 FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles AAAI 2022 Improved feature importance computation for tree models based on the Banzhaf value UAI 2022 Linear tree shap NeurIPS 2022 Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NeurIPS 2022