← Learning Types
Deep Learning › Learning Types ›

Ensemble Learning

186 directly classified papers

Papers per year

Papers

A Framework for Large-Scale Parallel Corpus Evaluation: Ensemble Quality Estimation Models Versus Human Assessment ACL 2025
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings AAAI 2024
Multimodal Ensembling for Zero-Shot Image Classification AAAI 2024
Quantile-Regression-Ensemble: A Deep Learning Algorithm for Downscaling Extreme Precipitation AAAI 2024
Credal Deep Ensembles for Uncertainty Quantification NIPS 2024
Random Label Forests: An Ensemble Method with Label Subsampling For Extreme Multi-Label Problems EMNLP 2024
Unleashing the Potentials of Likelihood Composition for Multi-modal Language Models EMNLP 2024
Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks NIPS 2024
Post-Hoc Reversal: Are We Selecting Models Prematurely? NIPS 2024
Cross-lingual Emotion Detection through Large Language Models ACL 2024
United We Stand: Using Epoch-Wise Agreement of Ensembles to Combat Overfit AAAI 2024
Utilizing an Ensemble Model with Anomalous Label Smoothing to Detect Generated Scientific Papers ACL 2024
DynaSemble: Dynamic Ensembling of Textual and Structure-Based Models for Knowledge Graph Completion ACL 2024
URG: A Unified Ranking and Generation Method for Ensembling Language Models ACL 2024
Enhanced BioT5+ for Molecule-Text Translation: A Three-Stage Approach with Data Distillation, Diverse Training, and Voting Ensemble ACL 2024
LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion ACL 2023
AMRs Assemble! Learning to Ensemble with Autoregressive Models for AMR Parsing ACL 2023
Multi-CLS BERT: An Efficient Alternative to Traditional Ensembling ACL 2023
Multi-Symmetry Ensembles: Improving Diversity and Generalization via Opposing Symmetries ICML 2023
CUED at ProbSum 2023: Hierarchical Ensemble of Summarization Models ACL 2023
Balanced Product of Calibrated Experts for Long-Tailed Recognition CVPR 2023
Self-Ensemble of N-best Generation Hypotheses by Lexically Constrained Decoding EMNLP 2023
IUTEAM1 at MEDIQA-Chat 2023: Is simple fine tuning effective for multi layer summarization of clinical conversations? ACL 2023
AdamR at SemEval-2023 Task 10: Solving the Class Imbalance Problem in Sexism Detection with Ensemble Learning ACL 2023
Towards Inference Efficient Deep Ensemble Learning AAAI 2023