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Ensemble Methods

267 papers

Papers per year

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Papers

Bayesian Classifier Fusion with an Explicit Model of Correlation AISTATS 2022
Crowdsourcing Regression: A Spectral Approach AISTATS 2022
Pushing the Envelope of Gradient Boosting Forests via Globally-Optimized Oblique Trees CVPR 2022
PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation EMNLP 2022
NT5 at WMT 2022 General Translation Task EMNLP 2022
Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness ICML 2022
Ensemble Multi-Relational Graph Neural Networks IJCAI 2022
Norm-constrained Score-level Ensemble for Spoofing Aware Speaker Verification INTERSPEECH 2022
Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022
Tree-Based Models for Correlated Data JMLR 2022
Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression JMLR 2022
Boosted Dense Retriever NAACL 2022
ASRtrans at SemEval-2022 Task 4: Ensemble of Tuned Transformer-based Models for PCL Detection NAACL 2022
Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling SEMEVAL 2022
TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model Smoothness NIPS 2021
Aggregating Binary Judgments Ranked by Accuracy AAAI 2021
Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks AAAI 2021
Anytime Inference with Distilled Hierarchical Neural Ensembles AAAI 2021
HITSZ-HLT at SemEval-2021 Task 5: Ensemble Sequence Labeling and Span Boundary Detection for Toxic Span Detection ACL 2021
CSECU-DSG at SemEval-2021 Task 5: Leveraging Ensemble of Sequence Tagging Models for Toxic Spans Detection ACL 2021
UTNLP at SemEval-2021 Task 5: A Comparative Analysis of Toxic Span Detection using Attention-based, Named Entity Recognition, and Ensemble Models ACL 2021
Boosting Ensemble Accuracy by Revisiting Ensemble Diversity Metrics CVPR 2021
Devil’s Advocate: Novel Boosting Ensemble Method from Psychological Findings for Text Classification EMNLP 2021
Written Justifications are Key to Aggregate Crowdsourced Forecasts EMNLP 2021
RTM Super Learner Results at Quality Estimation Task EMNLP 2021