域适应论文趋势 2023–2026

跨域迁移

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 866 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

域适应论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202336351687174
202467403765209
202581454846220
202678466970263

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部域适应论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 866 篇，第 16 / 18 页

  1. CVPR 2023Neuro-Modulated Hebbian Learning for Fully Test-Time Adaptation
  2. CVPR 2023NICO++: Towards Better Benchmarking for Domain Generalization
  3. CVPR 2023Object Detection With Self-Supervised Scene Adaptation
  4. CVPR 2023OSAN: A One-Stage Alignment Network To Unify Multimodal Alignment and Unsupervised Domain Adaptation
  5. CVPR 2023Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
  6. CVPR 2023ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
  7. CVPR 2023Progressive Random Convolutions for Single Domain Generalization
  8. CVPR 2023Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization
  9. CVPR 2023Rethinking Federated Learning With Domain Shift: A Prototype View
  10. CVPR 2023Revisiting Prototypical Network for Cross Domain Few-Shot Learning
  11. CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations
  12. CVPR 2023SCoDA: Domain Adaptive Shape Completion for Real Scans
  13. CVPR 2023SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation
  14. CVPR 2023Semi-Supervised Domain Adaptation With Source Label Adaptation
  15. CVPR 2023Sharpness-Aware Gradient Matching for Domain Generalization
  16. CVPR 2023Single Domain Generalization for LiDAR Semantic Segmentation
  17. CVPR 2023Source-Free Adaptive Gaze Estimation by Uncertainty Reduction
  18. CVPR 2023Source-Free Video Domain Adaptation With Spatial-Temporal-Historical Consistency Learning
  19. CVPR 2023Spatio-Temporal Pixel-Level Contrastive Learning-Based Source-Free Domain Adaptation for Video Semantic Segmentation
  20. CVPR 2023Style Projected Clustering for Domain Generalized Semantic Segmentation
  21. CVPR 2023StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning
  22. CVPR 2023TIPI: Test Time Adaptation With Transformation Invariance
  23. CVPR 2023Towards Professional Level Crowd Annotation of Expert Domain Data
  24. CVPR 2023TTA-COPE: Test-Time Adaptation for Category-Level Object Pose Estimation
  25. CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
  26. CVPR 2023Unsupervised Continual Semantic Adaptation Through Neural Rendering
  27. CVPR 2023Unsupervised Cumulative Domain Adaptation for Foggy Scene Optical Flow
  28. CVPR 2023Upcycling Models Under Domain and Category Shift
  29. CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning
  30. ICLR 2023Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation
  31. ICLR 2023AnyDA: Anytime Domain Adaptation
  32. ICLR 2023Consolidator: Mergable Adapter with Group Connections for Visual Adaptation
  33. ICLR 2023Continual Pre-training of Language Models
  34. ICLR 2023Contrastive Learning for Unsupervised Domain Adaptation of Time Series
  35. ICLR 2023Cycle-consistent Masked AutoEncoder for Unsupervised Domain Generalization
  36. ICLR 2023Decompose to Generalize: Species-Generalized Animal Pose Estimation
  37. ICLR 2023Deja Vu: Continual Model Generalization for Unseen Domains
  38. ICLR 2023Dirichlet-based Uncertainty Calibration for Active Domain Adaptation
  39. ICLR 2023Discovering Informative and Robust Positives for Video Domain Adaptation
  40. ICLR 2023Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors
  41. ICLR 2023Domain Generalisation via Domain Adaptation: An Adversarial Fourier Amplitude Approach
  42. ICLR 2023Domain Generalization via Heckman-type Selection Models
  43. ICLR 2023Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation
  44. ICLR 2023Energy-Based Test Sample Adaptation for Domain Generalization
  45. ICLR 2023FedDAR: Federated Domain-Aware Representation Learning
  46. ICLR 2023Few-shot Cross-domain Image Generation via Inference-time Latent-code Learning
  47. ICLR 2023Few-Shot Domain Adaptation For End-to-End Communication
  48. ICLR 2023Free Lunch for Domain Adversarial Training: Environment Label Smoothing
  49. ICLR 2023Graph Domain Adaptation via Theory-Grounded Spectral Regularization
  50. ICLR 2023Information-Theoretic Analysis of Unsupervised Domain Adaptation

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可以直接复制这句话问 AI

用 paperlist 查域适应在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "domain-adaptation"}

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常见问题

2023–2026 年四大会议一共有多少篇域适应论文？
共 866 篇，按年份分别是 2023 年 174 篇、2024 年 209 篇、2025 年 220 篇、2026 年 263 篇。
NeurIPS 2026 有多少篇域适应论文？
NeurIPS 2026 有 78 篇域适应论文，上一届是 81 篇。
ICLR 2026 有多少篇域适应论文？
ICLR 2026 有 46 篇域适应论文，上一届是 45 篇。
ICML 2026 有多少篇域适应论文？
ICML 2026 有 69 篇域适应论文，上一届是 48 篇。
CVPR 2026 有多少篇域适应论文？
CVPR 2026 有 70 篇域适应论文，上一届是 46 篇。
哪个会议的域适应论文最多？
CVPR，2023–2026 年共 268 篇。

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