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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
Effortless Active Labeling for Long-Term Test-Time Adaptation
CVPR 2025
BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
CVPR 2025
Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
CVPR 2025
AIF-SFDA: Autonomous Information Filter Driven Source-Free Domain Adaptation for Medical Image Segmentation
AAAI 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding
COLING 2025
HiGDA: Hierarchical Graph of Nodes to Learn Local-to-Global Topology for Semi-Supervised Domain Adaptation
AAAI 2025
Velocitune: A Velocity-based Dynamic Domain Reweighting Method for Continual Pre-training
ACL 2025
Unsupervised Domain Adaptive Person Search via Dual Self-Calibration
AAAI 2025
Adversarial Alignment with Anchor Dragging Drift (A3D2): Multimodal Domain Adaptation with Partially Shifted Modalities
ACL 2025
Federated Source-Free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data
WACV 2025
VITAL: A New Dataset for Benchmarking Pluralistic Alignment in Healthcare
ACL 2025
Supportive Negatives Spectral Augmentation for Source-Free Cross-Domain Segmentation
AAAI 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss
ACL 2025
Core Knowledge Learning Framework for Graph
AAAI 2025
ACL 2025 Industry Track: Overview
ACL 2025
ConDo: Continual Domain Expansion for Absolute Pose Regression
AAAI 2025
AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization
ACL 2025
Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers
WACV 2025
FFSTC 2: Extending the Fongbe to French Speech Translation Corpus
ACL 2025
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning
AAAI 2025
Feature Augmentation Based Test-Time Adaptation
WACV 2025
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation
ACL 2025
ixi-GEN: Efficient Industrial sLLMs through Domain Adaptive Continual Pretraining
EMNLP 2025
Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information
EMNLP 2025
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation
IJCAI 2024
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