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Methodology
← Learning Types
Deep Learning
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Learning Types
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Domain Adaptation
854 directly classified papers
Papers per year
2006: 1
2010: 1
2011: 1
2012: 1
2013: 6
2014: 3
2015: 3
2016: 8
2017: 16
2018: 39
2019: 95
2020: 124
2021: 129
2022: 114
2023: 119
2024: 121
2025: 73
Papers
Variational Model Perturbation for Source-Free Domain Adaptation
NIPS 2022
Contrastive Adapters for Foundation Model Group Robustness
NIPS 2022
Test Time Adaptation via Conjugate Pseudo-labels
NIPS 2022
When Does Group Invariant Learning Survive Spurious Correlations?
NIPS 2022
Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning
NIPS 2022
Distribution-Informed Neural Networks for Domain Adaptation Regression
NIPS 2022
Knowledge Distillation Improves Graph Structure Augmentation for Graph Neural Networks
NIPS 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts
NIPS 2022
Physically Disentangled Intra- and Inter-Domain Adaptation for Varicolored Haze Removal
CVPR 2022
Domain Adaptation for Arabic Crisis Response
EMNLP 2022
Additive Interventions Yield Robust Multi-Domain Machine Translation Models
EMNLP 2022
Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models
EMNLP 2022
Legal Named Entity Recognition with Multi-Task Domain Adaptation
EMNLP 2022
HW-TSC Translation Systems for the WMT22 Chat Translation Task
EMNLP 2022
Practical Benefits of Feature Feedback Under Distribution Shift
EMNLP 2022
Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple
EMNLP 2022
Physically-Based Face Rendering for NIR-VIS Face Recognition
NIPS 2022
Multimodal Robustness for Neural Machine Translation
EMNLP 2022
Prompt-based Distribution Alignment for Domain Generalization in Text Classification
EMNLP 2022
Chunk-based Nearest Neighbor Machine Translation
EMNLP 2022
Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation
EMNLP 2022
Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints
EMNLP 2022
Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios
EMNLP 2022
Unsupervised Domain Adaptation for Joint Information Extraction
EMNLP 2022
Mixed-effects transformers for hierarchical adaptation
EMNLP 2022
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