Ensemble Learning

A Stacking-based Efficient Method for Toxic Language Detection on Live Streaming Chat EMNLP 2022 Boosting Randomized Smoothing with Variance Reduced Classifiers ICLR 2022 Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution JMLR 2022 Capturing Changes in Mood Over Time in Longitudinal Data Using Ensemble Methodologies NAACL 2022 CB+NN Ensemble to Improve Tracking Accuracy in Air Surveillance AAAI 2022 Cleaning Noisy Labels by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation WACV 2022 Cocktail: A Multidimensional Optimization for Model Serving in Cloud NSDI 2022 Deep Combinatorial Aggregation NeurIPS 2022 Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity ICLR 2022 Disentangling the Predictive Variance of Deep Ensembles through the Neural Tangent Kernel NeurIPS 2022 Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning ACL 2022 Do Not Fire the Linguist: Grammatical Profiles Help Language Models Detect Semantic Change ACL 2022 Double Spike Dirichlet Priors for Structured Weighting JMLR 2022 EGCN: An Ensemble-based Learning Framework for Exploring Effective Skeleton-based Rehabilitation Exercise Assessment IJCAI 2022 Embedded Ensembles: infinite width limit and operating regimes AISTATS 2022 Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization NeurIPS 2022 Establishing a Baseline for Arabic Patents Classification: A Comparison of Twelve Approaches EMNLP 2022 EUREKA: EUphemism Recognition Enhanced through Knn-based methods and Augmentation EMNLP 2022 ExactBoost: Directly Boosting the Margin in Combinatorial and Non-decomposable Metrics AISTATS 2022 Feature Space Particle Inference for Neural Network Ensembles ICML 2022 Federated Functional Gradient Boosting AISTATS 2022 Gaussian Process Boosting JMLR 2022 Getting Better from Worse: Augmented Bagging and A Cautionary Tale of Variable Importance JMLR 2022 GraphDIVE: Graph Classification by Mixture of Diverse Experts IJCAI 2022 How Many Representatives Do We Need? The Optimal Size of a Congress Voting on Binary Issues AAAI 2022