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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
Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models
WACV 2025
Adversarial Alignment with Anchor Dragging Drift (A3D2): Multimodal Domain Adaptation with Partially Shifted Modalities
ACL 2025
AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization
ACL 2025
VITAL: A New Dataset for Benchmarking Pluralistic Alignment in Healthcare
ACL 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss
ACL 2025
Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
CVPR 2025
Ad^2mix: Adversarial and Adaptive Mixup for Unsupervised Domain Adaptation
WACV 2025
CACE: Sim-to-Real Indoor 3D Semantic Segmentation via Context-Aware Augmentation and Consistency Enforcement
WACV 2025
Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing
ICCV 2025
AH-OCDA: Amplitude-Based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation
WACV 2025
Federated Source-Free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data
WACV 2025
Magic Insert: Style-Aware Drag-and-Drop
ICCV 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding
COLING 2025
Discrepancy Detection at the Data Level: Toward Consistent Multilingual Question Answering
EMNLP 2025
Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling
CVPR 2025
DrIFT: Autonomous Drone Dataset with Integrated Real and Synthetic Data Flexible Views and Transformed Domains
WACV 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation
WACV 2025
Cross-domain Rumor Detection via Test-Time Adaptation and Large Language Models
EMNLP 2025
DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning
EMNLP 2025
Benchmarking Debiasing Methods for LLM-based Parameter Estimates
EMNLP 2025
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation
EMNLP 2025
Velocitune: A Velocity-based Dynamic Domain Reweighting Method for Continual Pre-training
ACL 2025
FFSTC 2: Extending the Fongbe to French Speech Translation Corpus
ACL 2025
PURA: Parameter Update-Recovery Test-Time Adaption for RGB-T Tracking
CVPR 2025
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation
WACV 2025
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