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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
Domain Adaptation on Point Clouds via Geometry-Aware Implicits
CVPR 2022
Learning Part Segmentation Through Unsupervised Domain Adaptation From Synthetic Vehicles
CVPR 2022
SIGMA: Semantic-Complete Graph Matching for Domain Adaptive Object Detection
CVPR 2022
LOG: Active Model Adaptation for Label-Efficient OOD Generalization
NIPS 2022
Learning Substructure Invariance for Out-of-Distribution Molecular Representations
NIPS 2022
Data-Driven Offline Decision-Making via Invariant Representation Learning
NIPS 2022
Keypoint-Guided Optimal Transport with Applications in Heterogeneous Domain Adaptation
NIPS 2022
Optimal Transport-based Identity Matching for Identity-invariant Facial Expression Recognition
NIPS 2022
Cooperative Distribution Alignment via JSD Upper Bound
NIPS 2022
Parameter tuning and model selection in Optimal Transport with semi-dual Brenier formulation
NIPS 2022
Domain Adaptation meets Individual Fairness. And they get along.
NIPS 2022
Unified Optimal Transport Framework for Universal Domain Adaptation
NIPS 2022
Invariance Learning based on Label Hierarchy
NIPS 2022
Enhance Cross-Domain Aspect-Based Sentiment Analysis by Incorporating Commonsense Relational Structure (Student Abstract)
AAAI 2022
Towards Robust Named Entity Recognition via Temporal Domain Adaptation and Entity Context Understanding
AAAI 2022
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation
CVPR 2022
Cross Domain Object Detection by Target-Perceived Dual Branch Distillation
CVPR 2022
GrainSpace: A Large-Scale Dataset for Fine-Grained and Domain-Adaptive Recognition of Cereal Grains
CVPR 2022
Task-Specific Inconsistency Alignment for Domain Adaptive Object Detection
CVPR 2022
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic Segmentation
CVPR 2022
Domain-Agnostic Prior for Transfer Semantic Segmentation
CVPR 2022
SANE-TTS: Stable And Natural End-to-End Multilingual Text-to-Speech
INTERSPEECH 2022
Weakly Supervised Semantic Segmentation Using Out-of-Distribution Data
CVPR 2022
Bi-Level Alignment for Cross-Domain Crowd Counting
CVPR 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift
NIPS 2022
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