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Ensemble Methods

233 directly classified papers

Papers per year

Papers

IWBVT: Instance Weighting-based Bias-Variance Trade-off for Crowdsourcing NIPS 2024
How many classifiers do we need? NIPS 2024
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning ACL 2024
Post-Hoc Reversal: Are We Selecting Models Prematurely? NIPS 2024
MasonTigers@LT-EDI-2024: An Ensemble Approach Towards Detecting Homophobia and Transphobia in Social Media Comments EACL 2024
DetectiveReDASers at HSD-2Lang 2024: A New Pooling Strategy with Cross-lingual Augmentation and Ensembling for Hate Speech Detection in Low-resource Languages EACL 2024
Online Boosting Adaptive Learning under Concept Drift for Multistream Classification AAAI 2024
The Many Faces of Optimal Weak-to-Strong Learning NIPS 2024
United We Stand: Using Epoch-Wise Agreement of Ensembles to Combat Overfit AAAI 2024
Enhancing Ensemble Clustering with Adaptive High-Order Topological Weights AAAI 2024
Breaking the Curse of Multilinguality with Cross-lingual Expert Language Models EMNLP 2024
Cycle Self-Refinement for Multi-Source Domain Adaptation AAAI 2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024
Improved Regret of Linear Ensemble Sampling NIPS 2024
IMS_medicALY at #SMM4H 2024: Detecting Impacts of Outdoor Spaces on Social Anxiety with Data Augmented Ensembling ACL 2024
Ensemble-Instruct: Instruction Tuning Data Generation with a Heterogeneous Mixture of LMs EMNLP 2023
On Computing Optimal Tree Ensembles ICML 2023
UIRISC at SemEval-2023 Task 10: Explainable Detection of Online Sexism by Ensembling Fine-tuning Language Models ACL 2023
Is interpolation benign for random forest regression? AISTATS 2023
Variational Boosted Soft Trees AISTATS 2023
NLP_CHRISTINE at SemEval-2023 Task 10: Utilizing Transformer Contextual Representations and Ensemble Learning for Sexism Detection on Social Media Texts ACL 2023
Description and analysis of the KPT system for NIST Language Recognition Evaluation 2022 INTERSPEECH 2023
Ensemble-Based Blackbox Attacks on Dense Prediction CVPR 2023
ACCEPT at SemEval-2023 Task 3: An Ensemble-based Approach to Multilingual Framing Detection SEMEVAL 2023
Towards Better Decision Forests: Forest Alternating Optimization CVPR 2023