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Ensemble Learning

186 directly classified papers

Papers per year

Papers

Deep Ensembles Work, But Are They Necessary? NIPS 2022
Deep Combinatorial Aggregation NIPS 2022
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation NIPS 2022
Huawei BabelTar NMT at WMT22 Biomedical Translation Task: How We Further Improve Domain-specific NMT EMNLP 2022
The ARC-NKUA Submission for the English-Ukrainian General Machine Translation Shared Task at WMT22 EMNLP 2022
KYB General Machine Translation Systems for WMT22 EMNLP 2022
Manifold’s English-Chinese System at WMT22 General MT Task EMNLP 2022
Building an Ensemble of Transformer Models for Arabic Dialect Classification and Sentiment Analysis EMNLP 2022
Transformer based ensemble for emotion detection ACL 2022
Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022
Arabic dialect identification using machine learning and transformer-based models: Submission to the NADI 2022 Shared Task EMNLP 2022
Arabic Sentiment Analysis by Pretrained Ensemble EMNLP 2022
ARC-NLP at CASE 2022 Task 1: Ensemble Learning for Multilingual Protest Event Detection EMNLP 2022
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022
Improving Precancerous Case Characterization via Transformer-based Ensemble Learning EMNLP 2022
Diverse Weight Averaging for Out-of-Distribution Generalization NIPS 2022
Learning Neural Network Subspaces ICML 2021
Provably Secure Federated Learning against Malicious Clients AAAI 2021
Improving Ensemble Robustness by Collaboratively Promoting and Demoting Adversarial Robustness AAAI 2021
CSECU-DSG at SemEval-2021 Task 5: Leveraging Ensemble of Sequence Tagging Models for Toxic Spans Detection ACL 2021
LeCun at SemEval-2021 Task 6: Detecting Persuasion Techniques in Text Using Ensembled Pretrained Transformers and Data Augmentation ACL 2021
Avengers, Ensemble! Benefits of ensembling in grapheme-to-phoneme prediction ACL 2021
ICL’s Submission to the WMT21 Critical Error Detection Shared Task EMNLP 2021
Two Heads are Better than One? Verification of Ensemble Effect in Neural Machine Translation EMNLP 2021
Devil’s Advocate: Novel Boosting Ensemble Method from Psychological Findings for Text Classification EMNLP 2021