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Domain Adaptation

8,656 papers

Papers per year

Papers

Self-supervised Out-of-distribution Detection for Cardiac CMR Segmentation MIDL 2021
Localizing Neurosurgical Instruments Across Domains and in the Wild MIDL 2021
MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models MIDL 2021
HAD-Net: A Hierarchical Adversarial Knowledge Distillation Network for Improved Enhanced Tumour Segmentation Without Post-Contrast Images MIDL 2021
A regularization term for slide correlation reduction in whole slide image analysis with deep learning MIDL 2021
Hybrid optimization between iterative and network fine-tuning reconstructions for fast quantitative susceptibility mapping MIDL 2021
Mind the Performance Gap: Examining Dataset Shift During Prospective Validation MLHC 2021
Back to the basics with inclusion of clinical domain knowledge - A simple, scalable and effective model of Alzheimer’s Disease classification MLHC 2021
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors NAACL 2021
A Million Tweets Are Worth a Few Points: Tuning Transformers for Customer Service Tasks NAACL 2021
A Simple Approach for Handling Out-of-Vocabulary Identifiers in Deep Learning for Source Code NAACL 2021
Robust Question Answering Through Sub-part Alignment NAACL 2021
UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus NAACL 2021
Domain Divergences: A Survey and Empirical Analysis NAACL 2021
Learning to Recognize Dialect Features NAACL 2021
Static Embeddings as Efficient Knowledge Bases? NAACL 2021
Detoxifying Language Models Risks Marginalizing Minority Voices NAACL 2021
EaSe: A Diagnostic Tool for VQA based on Answer Diversity NAACL 2021
UDALM: Unsupervised Domain Adaptation through Language Modeling NAACL 2021
Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding NAACL 2021
Incorporating External Knowledge to Enhance Tabular Reasoning NAACL 2021
Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding NAACL 2021
You Sound Like Someone Who Watches Drama Movies: Towards Predicting Movie Preferences from Conversational Interactions NAACL 2021
Noise Stability Regularization for Improving BERT Fine-tuning NAACL 2021
Ensemble of MRR and NDCG models for Visual Dialog NAACL 2021