Ensemble Methods

Variational Boosted Soft Trees AISTATS 2023 Witcherses at SemEval-2023 Task 12: Ensemble Learning for African Sentiment Analysis SemEval 2023 Zero-Shot Data Maps. Efficient Dataset Cartography Without Model Training EMNLP 2023 Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling SemEval 2022 Bayesian Classifier Fusion with an Explicit Model of Correlation AISTATS 2022 Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness ICML 2022 Boosted Dense Retriever NAACL 2022 Crowdsourcing Regression: A Spectral Approach AISTATS 2022 Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression JMLR 2022 Diverse Lottery Tickets Boost Ensemble from a Single Pretrained Model ACL 2022 Does your graph need a confidence boost? Convergent boosted smoothing on graphs with tabular node features ICLR 2022 Ensemble Multi-Relational Graph Neural Networks IJCAI 2022 Getting Better from Worse: Augmented Bagging and A Cautionary Tale of Variable Importance JMLR 2022 KADO@LT-EDI-ACL2022: BERT-based Ensembles for Detecting Signs of Depression from Social Media Text ACL 2022 Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022 Norm-constrained Score-level Ensemble for Spoofing Aware Speaker Verification Interspeech 2022 NT5 at WMT 2022 General Translation Task EMNLP 2022 NYCU_TWD@LT-EDI-ACL2022: Ensemble Models with VADER and Contrastive Learning for Detecting Signs of Depression from Social Media ACL 2022 PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation EMNLP 2022 Pushing the Envelope of Gradient Boosting Forests via Globally-Optimized Oblique Trees CVPR 2022 SOA_NLP@LT-EDI-ACL2022: An Ensemble Model for Hope Speech Detection from YouTube Comments ACL 2022 Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NeurIPS 2022 Trading Complexity for Sparsity in Random Forest Explanations AAAI 2022 Tree-Based Models for Correlated Data JMLR 2022 Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces NeurIPS 2022