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Methodology
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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
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization
NIPS 2022
Reusing the Task-Specific Classifier as a Discriminator: Discriminator-Free Adversarial Domain Adaptation
CVPR 2022
Knowledge Sharing via Domain Adaptation in Customs Fraud Detection
AAAI 2022
PIEKM: ML-based Procedural Information Extraction and Knowledge Management System for Materials Science Literature
IJCNLP 2022
Active Learning for Domain Adaptation: An Energy-Based Approach
AAAI 2022
On the Impact of Spurious Correlation for Out-of-Distribution Detection
AAAI 2022
Multi-Granularity Alignment Domain Adaptation for Object Detection
CVPR 2022
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation
CVPR 2022
Learning to Transfer with von Neumann Conditional Divergence
AAAI 2022
Transferring the Contamination Factor between Anomaly Detection Domains by Shape Similarity
AAAI 2022
Leveraging Wikipedia article evolution for promotional tone detection
ACL 2022
ORIENT: Submodular Mutual Information Measures for Data Subset Selection under Distribution Shift
NIPS 2022
Cross-Domain Adaptive Teacher for Object Detection
CVPR 2022
Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation
CVPR 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
CVPR 2022
Unpaired Deep Image Deraining Using Dual Contrastive Learning
CVPR 2022
Towards Low-Cost and Efficient Malaria Detection
CVPR 2022
UDA-COPE: Unsupervised Domain Adaptation for Category-Level Object Pose Estimation
CVPR 2022
Leveraging Self-Supervision for Cross-Domain Crowd Counting
CVPR 2022
Domain Adaptation in Multilingual and Multi-Domain Monolingual Settings for Complex Word Identification
ACL 2022
Synthetic Question Value Estimation for Domain Adaptation of Question Answering
ACL 2022
The Trade-offs of Domain Adaptation for Neural Language Models
ACL 2022
Improving Cross-domain, Cross-lingual and Multi-modal Deception Detection
ACL 2022
Dynamically Refined Regularization for Improving Cross-corpora Hate Speech Detection
ACL 2022
The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error
ACL 2022
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