Ensemble Methods

Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling NeurIPS 2024 The Many Faces of Optimal Weak-to-Strong Learning NeurIPS 2024 United We Stand: Using Epoch-Wise Agreement of Ensembles to Combat Overfit AAAI 2024 Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models EMNLP 2024 ACCEPT at SemEval-2023 Task 3: An Ensemble-based Approach to Multilingual Framing Detection SemEval 2023 A Learning Based Hypothesis Test for Harmful Covariate Shift ICLR 2023 A Unified Theory of Diversity in Ensemble Learning JMLR 2023 Bagging is an Optimal PAC Learner COLT 2023 Description and analysis of the KPT system for NIST Language Recognition Evaluation 2022 Interspeech 2023 El-Kawaref at WojoodNER shared task: StagedNER for Arabic Named Entity Recognition EMNLP 2023 Ensemble-Based Blackbox Attacks on Dense Prediction CVPR 2023 Ensemble-Instruct: Instruction Tuning Data Generation with a Heterogeneous Mixture of LMs EMNLP 2023 Ensemble Transfer Learning for Multilingual Coreference Resolution ACL 2023 Getting MoRE out of Mixture of Language Model Reasoning Experts EMNLP 2023 Improper Multiclass Boosting COLT 2023 Investigating the Effectiveness of Multiple Expert Models Collaboration EMNLP 2023 Is interpolation benign for random forest regression? AISTATS 2023 IUTEAM1 at MEDIQA-Chat 2023: Is simple fine tuning effective for multi layer summarization of clinical conversations? ACL 2023 Meta-forests: Domain generalization on random forests with meta-learning ACML 2023 NLP_CHRISTINE at SemEval-2023 Task 10: Utilizing Transformer Contextual Representations and Ensemble Learning for Sexism Detection on Social Media Texts SemEval 2023 On Computing Optimal Tree Ensembles ICML 2023 Online Random Feature Forests for Learning in Varying Feature Spaces AAAI 2023 On the Gini-impurity Preservation For Privacy Random Forests NeurIPS 2023 SSS at SemEval-2023 Task 10: Explainable Detection of Online Sexism using Majority Voted Fine-Tuned Transformers SemEval 2023 Towards Better Decision Forests: Forest Alternating Optimization CVPR 2023