Ensemble Learning

UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language SemEval 2022 Under-bagging Nearest Neighbors for Imbalanced Classification JMLR 2022 UTMOS: UTokyo-SaruLab System for VoiceMOS Challenge 2022 Interspeech 2022 Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters NeurIPS 2022 A Mixture-of-Experts Model for Antonym-Synonym Discrimination ACL 2021 Behavioral Cloning from Noisy Demonstrations ICLR 2021 Boosting with Multiple Sources NeurIPS 2021 Challenges and Opportunities of Building Fast GBDT Systems IJCAI 2021 Co-Teaching Student-Model through Submission Results of Shared Task EMNLP 2021 Denoising Word Embeddings by Averaging in a Shared Space ACL 2021 Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles NeurIPS 2021 Efficient Test Time Adapter Ensembling for Low-resource Language Varieties EMNLP 2021 Ensemble ALBERT and RoBERTa for Span Prediction in Question Answering ACL 2021 Ensemble Fine-tuned mBERT for Translation Quality Estimation EMNLP 2021 Fighting the COVID-19 Infodemic with a Holistic BERT Ensemble NAACL 2021 Gathering Information and Engaging the User ComBot: A Task-Based, Serendipitous Dialog Model for Patient-Doctor Interactions NAACL 2021 Greedy Gradient Ensemble for Robust Visual Question Answering ICCV 2021 Handling Acoustic Variation in Dysarthric Speech Recognition Systems Through Model Combination Interspeech 2021 Histogram Transform Ensembles for Large-scale Regression JMLR 2021 HITSZ-HLT at SemEval-2021 Task 5: Ensemble Sequence Labeling and Span Boundary Detection for Toxic Span Detection SemEval 2021 Illinois Japanese ↔ English News Translation for WMT 2021 EMNLP 2021 Learn to Predict Vertical Track Irregularity with Extremely Imbalanced Data ACML 2021 Machine Unlearning for Random Forests ICML 2021 Precision-based Boosting AAAI 2021 Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic Features EMNLP 2021