Domain Adaptation papers, 2023–2026

Key findings

• Domain Adaptation went from 174 papers in 2023 to 263 in 2026, roughly 1.5x in three years.
• CVPR publishes the most Domain Adaptation work: 268 papers from 2023 to 2026, 31% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 7 in 2023 to 38 in 2026.
• Among the 5 topics under Meta-Learning and Transfer, it ranks #3 by 2026 paper count; the fastest grower in the group, Foundation Model Adaptation, is up 3.8x versus 1.5x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Dual-Domain Vision Transformer with Spectral Positional Bias
• ICML 2026Bayesian Meta-Learning with Expert Feedback for Task-Shift Adaptation through Causal Embeddings
• ICLR 2026Bayesian Evidence-Driven Prototype Evolution for Federated Domain Adaptation
• CVPR 2026Anatomical Domain Shifts Test-time Heterogeneous Adaptation for 3D Human Pose
• NeurIPS 20253DPE-Gaze:Unlocking the Potential of 3D Facial Priors for Generalized Gaze Estimation
• ICML 2025A General Representation-Based Approach to Multi-Source Domain Adaptation
• ICLR 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation
• CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
• NeurIPS 2024A Cross-Domain Benchmark for Active Learning
• ICML 2024Batch Singular Value Polarization and Weighted Semantic Augmentation for Universal Domain Adaptation
• ICLR 2024Adapting Large Language Models via Reading Comprehension
• CVPR 2024Day-Night Cross-domain Vehicle Re-identification
• NeurIPS 2023(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy
• ICML 2023In Search for a Generalizable Method for Source Free Domain Adaptation
• ICLR 2023Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation
• CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
• NeurIPS 2026A unified pairwise distribution matching framework for graph domain adaptation under structure shift
• ICML 2026Content-Style Identification via Differential Independence
• ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
• CVPR 2026Bridge Basis-Driven Causal Inference Marries VFMs for Domain Generalization

All Domain Adaptation papers

65 papers, page 1 of 2

1. CVPR 2024A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability
2. CVPR 2024A2XP: Towards Private Domain Generalization
3. CVPR 2024Active Domain Adaptation with False Negative Prediction for Object Detection
4. CVPR 2024Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
5. CVPR 2024AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
6. CVPR 2024APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
7. CVPR 2024Backpropagation-free Network for 3D Test-time Adaptation
8. CVPR 2024Boosting Diffusion Models with Moving Average Sampling in Frequency Domain
9. CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
10. CVPR 2024Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment
11. CVPR 2024CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection
12. CVPR 2024Construct to Associate: Cooperative Context Learning for Domain Adaptive Point Cloud Segmentation
13. CVPR 2024Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation
14. CVPR 2024Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
15. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
16. CVPR 2024Day-Night Cross-domain Vehicle Re-identification
17. CVPR 2024DiffusionGAN3D: Boosting Text-guided 3D Generation and Domain Adaptation by Combining 3D GANs and Diffusion Priors
18. CVPR 2024Discriminative Pattern Calibration Mechanism for Source-Free Domain Adaptation
19. CVPR 2024Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning
20. CVPR 2024Disentangled Prompt Representation for Domain Generalization
21. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
22. CVPR 2024Domain Prompt Learning with Quaternion Networks
23. CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
24. CVPR 2024Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation
25. CVPR 2024Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
26. CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
27. CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
28. CVPR 2024Enhancing Quality of Compressed Images by Mitigating Enhancement Bias Towards Compression Domain
29. CVPR 2024EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
30. CVPR 2024Fast Adaptation for Human Pose Estimation via Meta-Optimization
31. CVPR 2024Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning
32. CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
33. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
34. CVPR 2024GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
35. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
36. CVPR 2024InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
37. CVPR 2024LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
38. CVPR 2024Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
39. CVPR 2024MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
40. CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
41. CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
42. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
43. CVPR 2024Parameter Efficient Self-Supervised Geospatial Domain Adaptation
44. CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
45. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
46. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
47. CVPR 2024Rapid Motor Adaptation for Robotic Manipulator Arms
48. CVPR 2024Rethinking the Evaluation Protocol of Domain Generalization
49. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
50. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens

FAQ

How many Domain Adaptation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

866 in total: 174 in 2023, 209 in 2024, 220 in 2025, 263 in 2026.

How many Domain Adaptation papers are at NeurIPS 2026?

NeurIPS 2026 has 78 Domain Adaptation papers, versus 81 the year before.

How many Domain Adaptation papers are at ICLR 2026?

ICLR 2026 has 46 Domain Adaptation papers, versus 45 the year before.

How many Domain Adaptation papers are at ICML 2026?

ICML 2026 has 69 Domain Adaptation papers, versus 48 the year before.

How many Domain Adaptation papers are at CVPR 2026?

CVPR 2026 has 70 Domain Adaptation papers, versus 46 the year before.

Which conference publishes the most Domain Adaptation papers?

CVPR, with 268 papers from 2023 to 2026.