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Ensemble Learning

186 directly classified papers

Papers per year

Papers

Balanced Product of Calibrated Experts for Long-Tailed Recognition CVPR 2023
Multi-CLS BERT: An Efficient Alternative to Traditional Ensembling ACL 2023
Top-Ambiguity Samples Matter: Understanding Why Deep Ensemble Works in Selective Classification NIPS 2023
LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion ACL 2023
Frank at NADI 2023 Shared Task: Trio-Based Ensemble Approach for Arabic Dialect Identification EMNLP 2023
AraDetector at ArAIEval Shared Task: An Ensemble of Arabic-specific pre-trained BERT and GPT-4 for Arabic Disinformation Detection EMNLP 2023
TCE at Qur’an QA 2023 Shared Task: Low Resource Enhanced Transformer-based Ensemble Approach for Qur’anic QA EMNLP 2023
AMRs Assemble! Learning to Ensemble with Autoregressive Models for AMR Parsing ACL 2023
IUTEAM1 at MEDIQA-Chat 2023: Is simple fine tuning effective for multi layer summarization of clinical conversations? ACL 2023
Mavericks at ArAIEval Shared Task: Towards a Safer Digital Space - Transformer Ensemble Models Tackling Deception and Persuasion EMNLP 2023
El-Kawaref at WojoodNER shared task: StagedNER for Arabic Named Entity Recognition EMNLP 2023
KYB General Machine Translation Systems for WMT22 EMNLP 2022
Under-bagging Nearest Neighbors for Imbalanced Classification JMLR 2022
The ARC-NKUA Submission for the English-Ukrainian General Machine Translation Shared Task at WMT22 EMNLP 2022
Huawei BabelTar NMT at WMT22 Biomedical Translation Task: How We Further Improve Domain-specific NMT EMNLP 2022
Building Robust Ensembles via Margin Boosting ICML 2022
Feature Space Particle Inference for Neural Network Ensembles ICML 2022
Arabic dialect identification using machine learning and transformer-based models: Submission to the NADI 2022 Shared Task EMNLP 2022
Post-OCR Document Correction with Large Ensembles of Character Sequence-to-Sequence Models AAAI 2022
Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting AAAI 2022
Building an Ensemble of Transformer Models for Arabic Dialect Classification and Sentiment Analysis EMNLP 2022
Improving Precancerous Case Characterization via Transformer-based Ensemble Learning EMNLP 2022
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022
Large-Scale IP Usage Identification via Deep Ensemble Learning (Student Abstract) AAAI 2022
Transformer based ensemble for emotion detection ACL 2022