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Ensemble Learning

98 directly classified papers

Papers per year

Papers

Optimal Weighted Random Forests JMLR 2024
ENOTO: Improving Offline-to-Online Reinforcement Learning with Q-Ensembles IJCAI 2024
Confidence-based Ensembling of Perspective-aware Models EMNLP 2023
Dynamic Ensemble of Low-Fidelity Experts: Mitigating NAS “Cold-Start” AAAI 2023
Merlion: End-to-End Machine Learning for Time Series JMLR 2023
Confidence and Uncertainty Assessment for Distributional Random Forests JMLR 2023
Online Random Feature Forests for Learning in Varying Feature Spaces AAAI 2023
DREAM: Deployment of Recombination and Ensembles in Argument Mining EMNLP 2023
Boosting with Tempered Exponential Measures NIPS 2023
MilaNLP at SemEval-2023 Task 10: Ensembling Domain-Adapted and Regularized Pretrained Language Models for Robust Sexism Detection ACL 2023
NCUEE-NLP at WASSA 2023 Shared Task 1: Empathy and Emotion Prediction Using Sentiment-Enhanced RoBERTa Transformers ACL 2023
AdaBoost is not an Optimal Weak to Strong Learner ICML 2023
Difference-in-Differences Meets Tree-based Methods: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding ICML 2023
ForestPrune: Compact Depth-Pruned Tree Ensembles AISTATS 2023
Traversing Between Modes in Function Space for Fast Ensembling ICML 2023
AdamR at SemEval-2023 Task 10: Solving the Class Imbalance Problem in Sexism Detection with Ensemble Learning SEMEVAL 2023
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning ACL 2022
SketchBoost: Fast Gradient Boosted Decision Tree for Multioutput Problems NIPS 2022
On Margins and Generalisation for Voting Classifiers NIPS 2022
Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and a Scalable Hyper-Ensemble Solution NIPS 2022
Cocktail: A Multidimensional Optimization for Model Serving in Cloud NSDI 2022
Under-bagging Nearest Neighbors for Imbalanced Classification JMLR 2022
Stable Classification JMLR 2022
Feature Space Particle Inference for Neural Network Ensembles ICML 2022
An Ensemble Approach to Detect Emotions at an Essay Level ACL 2022