Ensemble Learning

How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022 Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and a Scalable Hyper-Ensemble Solution NeurIPS 2022 In Differential Privacy, There is Truth: on Vote-Histogram Leakage in Ensemble Private Learning NeurIPS 2022 Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees NeurIPS 2022 Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022 KADO@LT-EDI-ACL2022: BERT-based Ensembles for Detecting Signs of Depression from Social Media Text ACL 2022 Leveraging Emotion-Specific features to improve Transformer performance for Emotion Classification ACL 2022 Logically at the Constraint 2022: Multimodal role labelling ACL 2022 LPS@LT-EDI-ACL2022:An Ensemble Approach about Hope Speech Detection ACL 2022 Maximum Bayes Smatch Ensemble Distillation for AMR Parsing NAACL 2022 Merging Models with Fisher-Weighted Averaging NeurIPS 2022 MUCS@Text-LT-EDI@ACL 2022: Detecting Sign of Depression from Social Media Text using Supervised Learning Approach ACL 2022 Multivariate Boosted Trees and Applications to Forecasting and Control JMLR 2022 Nested Collaborative Learning for Long-Tailed Visual Recognition CVPR 2022 On Margins and Generalisation for Voting Classifiers NeurIPS 2022 Prune and Tune Ensembles: Low-Cost Ensemble Learning with Sparse Independent Subnetworks AAAI 2022 Resource of Wikipedias in 31 Languages Categorized into Fine-Grained Named Entities COLING 2022 Rethinking Fano’s Inequality in Ensemble Learning ICML 2022 Selective Ensembles for Consistent Predictions ICLR 2022 Shrub Ensembles for Online Classification AAAI 2022 SketchBoost: Fast Gradient Boosted Decision Tree for Multioutput Problems NeurIPS 2022 Stable Classification JMLR 2022 Summer: WeChat Neural Machine Translation Systems for the WMT22 Biomedical Translation Task EMNLP 2022 Synthetic Model Combination: An Instance-wise Approach to Unsupervised Ensemble Learning NeurIPS 2022 Transferability Metrics for Selecting Source Model Ensembles CVPR 2022