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Methodology
← Learning Types
Machine Learning
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Domain Adaptation
1154 directly classified papers
Papers per year
2006: 1
2007: 3
2008: 3
2009: 2
2010: 3
2011: 3
2012: 4
2013: 10
2014: 6
2015: 3
2016: 3
2017: 26
2018: 32
2019: 61
2020: 128
2021: 153
2022: 186
2023: 161
2024: 192
2025: 162
2026: 12
Papers
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness
ACL 2022
Efficient Machine Translation Domain Adaptation
ACL 2022
DINE: Domain Adaptation From Single and Multiple Black-Box Predictors
CVPR 2022
Contrastive Regression for Domain Adaptation on Gaze Estimation
CVPR 2022
Distinguishing Unseen From Seen for Generalized Zero-Shot Learning
CVPR 2022
FIFO: Learning Fog-Invariant Features for Foggy Scene Segmentation
CVPR 2022
Source-Free Object Detection by Learning To Overlook Domain Style
CVPR 2022
Generalizing Gaze Estimation With Rotation Consistency
CVPR 2022
Towards Robust Adaptive Object Detection Under Noisy Annotations
CVPR 2022
Enhancing Unsupervised Domain Adaptation via Semantic Similarity Constraint for Medical Image Segmentation
IJCAI 2022
Learning Unforgotten Domain-Invariant Representations for Online Unsupervised Domain Adaptation
IJCAI 2022
When Transfer Learning Meets Cross-City Urban Flow Prediction: Spatio-Temporal Adaptation Matters
IJCAI 2022
Domain Adaptation via Maximizing Surrogate Mutual Information
IJCAI 2022
Domain Adversarial Learning for Color Constancy
IJCAI 2022
Few-Shot Adaptation of Pre-Trained Networks for Domain Shift
IJCAI 2022
Multi-level Consistency Learning for Semi-supervised Domain Adaptation
IJCAI 2022
Robustifying Vision Transformer without Retraining from Scratch by Test-Time Class-Conditional Feature Alignment
IJCAI 2022
AQT: Adversarial Query Transformers for Domain Adaptive Object Detection
IJCAI 2022
The Norm Must Go On: Dynamic Unsupervised Domain Adaptation by Normalization
CVPR 2022
Spectral Unsupervised Domain Adaptation for Visual Recognition
CVPR 2022
Estimating Soft Labels for Out-of-Domain Intent Detection
EMNLP 2022
Non-Parametric Domain Adaptation for End-to-End Speech Translation
EMNLP 2022
Improving Task-free Continual Learning by Distributionally Robust Memory Evolution
ICML 2022
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond
ICML 2022
Tackling covariate shift with node-based Bayesian neural networks
ICML 2022
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