域适应论文趋势 2023–2026

主要结论

• 域适应论文从 2023 年的 174 篇增长到 2026 年的 263 篇，三年间扩大到约 1.5 倍。
• CVPR 是发域适应论文最多的会议，2023–2026 年共 268 篇，占四个会议总量的 31%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 7 篇增至 2026 年的 38 篇。
• 在「元学习与迁移」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的基础模型适配是 3.8 倍，域适应是 1.5 倍。

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

• 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

全部域适应论文

共 35 篇，第 1 / 1 页

1. ICLR 2023Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation
2. ICLR 2023AnyDA: Anytime Domain Adaptation
3. ICLR 2023Consolidator: Mergable Adapter with Group Connections for Visual Adaptation
4. ICLR 2023Continual Pre-training of Language Models
5. ICLR 2023Contrastive Learning for Unsupervised Domain Adaptation of Time Series
6. ICLR 2023Cycle-consistent Masked AutoEncoder for Unsupervised Domain Generalization
7. ICLR 2023Decompose to Generalize: Species-Generalized Animal Pose Estimation
8. ICLR 2023Deja Vu: Continual Model Generalization for Unseen Domains
9. ICLR 2023Dirichlet-based Uncertainty Calibration for Active Domain Adaptation
10. ICLR 2023Discovering Informative and Robust Positives for Video Domain Adaptation
11. ICLR 2023Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors
12. ICLR 2023Domain Generalisation via Domain Adaptation: An Adversarial Fourier Amplitude Approach
13. ICLR 2023Domain Generalization via Heckman-type Selection Models
14. ICLR 2023Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation
15. ICLR 2023Energy-Based Test Sample Adaptation for Domain Generalization
16. ICLR 2023FedDAR: Federated Domain-Aware Representation Learning
17. ICLR 2023Few-shot Cross-domain Image Generation via Inference-time Latent-code Learning
18. ICLR 2023Few-Shot Domain Adaptation For End-to-End Communication
19. ICLR 2023Free Lunch for Domain Adversarial Training: Environment Label Smoothing
20. ICLR 2023Graph Domain Adaptation via Theory-Grounded Spectral Regularization
21. ICLR 2023Information-Theoretic Analysis of Unsupervised Domain Adaptation
22. ICLR 2023Interpretations of Domain Adaptations via Layer Variational Analysis
23. ICLR 2023Learning Domain-Agnostic Representation for Disease Diagnosis
24. ICLR 2023Partial Label Unsupervised Domain Adaptation with Class-Prototype Alignment
25. ICLR 2023PGrad: Learning Principal Gradients For Domain Generalization
26. ICLR 2023Progressive Mix-Up for Few-Shot Supervised Multi-Source Domain Transfer
27. ICLR 2023Provable Sim-to-real Transfer in Continuous Domain with Partial Observations
28. ICLR 2023SIMPLE: Specialized Model-Sample Matching for Domain Generalization
29. ICLR 2023Sparse Mixture-of-Experts are Domain Generalizable Learners
30. ICLR 2023Surgical Fine-Tuning Improves Adaptation to Distribution Shifts
31. ICLR 2023Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks
32. ICLR 2023Test-Time Adaptation via Self-Training with Nearest Neighbor Information
33. ICLR 2023TTN: A Domain-Shift Aware Batch Normalization in Test-Time Adaptation
34. ICLR 2023Using Language to Extend to Unseen Domains
35. ICLR 2023When Source-Free Domain Adaptation Meets Learning with Noisy Labels

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。