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Ensemble Learning

347 directly classified papers

Papers per year

Papers

Revisiting Ensembling in One-Shot Federated Learning NIPS 2024
The Many Faces of Optimal Weak-to-Strong Learning NIPS 2024
Are More LLM Calls All You Need? Towards the Scaling Properties of Compound AI Systems NIPS 2024
MEPSI: An MDL-Based Ensemble Pruning Approach with Structural Information AAAI 2024
Robust Fine-tuning of Zero-shot Models via Variance Reduction NIPS 2024
Certifying Ensembles: A General Certification Theory with S-Lipschitzness ICML 2023
Flexible Model Aggregation for Quantile Regression JMLR 2023
Online Random Feature Forests for Learning in Varying Feature Spaces AAAI 2023
A Unified Theory of Diversity in Ensemble Learning JMLR 2023
Run-off Election: Improved Provable Defense against Data Poisoning Attacks ICML 2023
Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling AAAI 2023
PromptBoosting: Black-Box Text Classification with Ten Forward Passes ICML 2023
DAMix: Exploiting Deep Autoregressive Model Zoo for Improving Lossless Compression Generalization AAAI 2023
AdaBoost.C2: Boosting Classifiers Chains for Multi-Label Classification AAAI 2023
On the Calibration of Probabilistic Classifier Sets AISTATS 2023
Witcherses at SemEval-2023 Task 12: Ensemble Learning for African Sentiment Analysis ACL 2023
Top-Ambiguity Samples Matter: Understanding Why Deep Ensemble Works in Selective Classification NIPS 2023
NLP_CHRISTINE at SemEval-2023 Task 10: Utilizing Transformer Contextual Representations and Ensemble Learning for Sexism Detection on Social Media Texts SEMEVAL 2023
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition ICCV 2023
MEAL: Stable and Active Learning for Few-Shot Prompting EMNLP 2023
Symphony in the Latent Space: Provably Integrating High-Dimensional Techniques with Non-linear Machine Learning Models AAAI 2023
Witcherses at SemEval-2023 Task 12: Ensemble Learning for African Sentiment Analysis SEMEVAL 2023
Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages ACL 2023
A Simple yet Efficient Ensemble Approach for AI-generated Text Detection EMNLP 2023
Alexa at SemEval-2023 Task 10: Ensemble Modeling of DeBERTa and BERT Variations for Identifying Sexist Text ACL 2023