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

70 papers, page 1 of 2

1. CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters
2. CVPR 2026AcTTA Rethinking Test-Time Adaptation via Dynamic Activation
3. CVPR 2026Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning
4. CVPR 2026Anatomical Domain Shifts Test-time Heterogeneous Adaptation for 3D Human Pose
5. CVPR 2026Anomaly-Related Residual Fields for Cross-domain Anomaly Detection
6. CVPR 2026Back to Source Open-Set Continual Test-Time Adaptation via Domain Compensation
7. CVPR 2026Bidirectional Cross-Modal Prompting for Event-Frame Asymmetric Stereo
8. CVPR 2026BiPA Bilevel Prompt Adaptation for Underwater Instance Segmentation
9. CVPR 2026Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
10. CVPR 2026Boosting Vision-Language Models Towards Cross-Domain Incremental Object Detection
11. CVPR 2026Bridge Basis-Driven Causal Inference Marries VFMs for Domain Generalization
12. CVPR 2026CD-Buffer Complementary Dual-Buffer Framework for Test-Time Adaptation in Adverse Weather
13. CVPR 2026CHIPS Efficient CLIP Adaptation via Curvature-aware Hybrid Influence-based Data Selection
14. CVPR 2026CoFiDA-M Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference
15. CVPR 2026Cross-Architecture Adaptation Cloud-Edge Continual Test-Time Adaptation with Dynamic Sampling and
16. CVPR 2026Cross-Domain Demo-to-Code via Neurosymbolic Counterfactual Reasoning
17. CVPR 2026Cross-domain Dual-stream Feature Disentanglement for Brain Disorder Prediction with Sparsely
18. CVPR 2026Cross-Domain Few-Shot Segmentation via Multi-view Progressive Adaptation
19. CVPR 2026CrossEarth-Gate Fisher-Guided Adaptive Tuning Engine for Efficient Adaptation of Cross-Domain
20. CVPR 2026Curvature-Aware Zeroth-Order Optimization for Memory-Efficient Test-Time Adaptation
21. CVPR 2026DA-Mamba Learning Domain-Aware State Space Model for Global-Local Alignment in
22. CVPR 2026Dance Across Shifts Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style
23. CVPR 2026Decoupled and Reusable Adaptation for Efficient Cross-Modal Transfer
24. CVPR 2026Degradation-Consistent Test-Time Adaptation for All-in-One Image Restoration
25. CVPR 2026Disentanglement-wise Image Dehazing through Cross-Domain Manifold Consensus
26. CVPR 2026DK-DDIL Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical
27. CVPR 2026Domain Sensitive Federated Learning with Fisher-Informed Pruning
28. CVPR 2026Expert-Teacher-Student Collaborative Learning for Domain Adaptive Object Detection
29. CVPR 2026FAST Topology-Aware Frequency-Domain Distribution Matching for Coreset Selection
30. CVPR 2026FedBPrompt Federated Domain Generalization Person Re-Identification via Body Distribution Aware
31. CVPR 2026FedDAP Domain-Aware Prototype Learning for Federated Learning under Domain Shift
32. CVPR 2026Frequency-domain Manipulation for Face Obfuscation
33. CVPR 2026GeCo Geometry-Consistent Regularization for Domain Generalized Semantic Segmentation
34. CVPR 2026GeCo-SRT Geometry-aware Continual Adaptation for Cross-Task Sim-to-Real Transfer
35. CVPR 2026HamiPose Hamiltonian Optimization for Unsupervised Domain Adaptive Pose Estimation
36. CVPR 2026HDR-VLM HDR-Domain Adaptation of VLMs and Preference-Aligned Quality Assessment for
37. CVPR 2026Heuristic Self-Paced Learning for Domain Adaptive Semantic Segmentation under Adverse
38. CVPR 2026HyCal A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental
39. CVPR 2026Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment
40. CVPR 2026Language Does Matter for Cross-Domain Few-Shot Visual Feature Enhancement
41. CVPR 2026LoFA Learning to Predict Personalized Prior for Fast Adaptation of
42. CVPR 2026MakeAnything Harnessing Diffusion Transformers for Multi-Domain Procedural Sequence Generation
43. CVPR 2026Masked Representation Modeling for Domain-Adaptive Segmentation
44. CVPR 2026MemFlow A Lightweight Forward Memorizing Framework for Quick Domain Adaptive
45. CVPR 2026Mind the Discriminability Trap in Source-Free Cross-domain Few-shot Learning
46. CVPR 2026Neural Collapse in Test-Time Adaptation
47. CVPR 2026PanDA Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in
48. CVPR 2026PG-VTON Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference Alignment
49. CVPR 2026QD-PCQA Quality-Aware Domain Adaptation for Point Cloud Quality Assessment
50. CVPR 2026RAW-Domain Degradation Models for Realistic Smartphone Super-Resolution

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.