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 8 / 18 页

  1. ICLR 2025Test-time Adaptation for Image Compression with Distribution Regularization
  2. ICLR 2025Test-Time Ensemble via Linear Mode Connectivity: A Path to Better Adaptation
  3. ICLR 2025Towards Domain Adaptive Neural Contextual Bandits
  4. ICLR 2025Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization
  5. ICML 2025A Closer Look at Multimodal Representation Collapse
  6. ICML 2025A General Representation-Based Approach to Multi-Source Domain Adaptation
  7. ICML 2025Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation
  8. ICML 2025Addressing Imbalanced Domain-Incremental Learning through Dual-Balance Collaborative Experts
  9. ICML 2025Balanced Learning for Domain Adaptive Semantic Segmentation
  10. ICML 2025Beyond Entropy: Region Confidence Proxy for Wild Test-Time Adaptation
  11. ICML 2025Come Together, But Not Right Now: A Progressive Strategy to Boost Low-Rank Adaptation
  12. ICML 2025Componential Prompt-Knowledge Alignment for Domain Incremental Learning
  13. ICML 2025Concept-Based Unsupervised Domain Adaptation
  14. ICML 2025COSDA: Counterfactual-based Susceptibility Risk Framework for Open-Set Domain Adaptation
  15. ICML 2025Disentangled Graph Spectral Domain Adaptation
  16. ICML 2025DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation
  17. ICML 2025ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts
  18. ICML 2025FedPHA: Federated Prompt Learning for Heterogeneous Client Adaptation
  19. ICML 2025Flowing Datasets with Wasserstein over Wasserstein Gradient Flows
  20. ICML 2025Function Encoders: A Principled Approach to Transfer Learning in Hilbert Spaces
  21. ICML 2025GCAL: Adapting Graph Models to Evolving Domain Shifts
  22. ICML 2025Generalizable Multi-Camera 3D Object Detection from a Single Source via Fourier Cross-View Learning
  23. ICML 2025GS-Bias: Global-Spatial Bias Learner for Single-Image Test-Time Adaptation of Vision-Language Models
  24. ICML 2025Heterogeneous Label Shift: Theory and Algorithm
  25. ICML 2025Homophily Enhanced Graph Domain Adaptation
  26. ICML 2025How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees
  27. ICML 2025MaskTwins: Dual-form Complementary Masking for Domain-Adaptive Image Segmentation
  28. ICML 2025Merge-Friendly Post-Training Quantization for Multi-Target Domain Adaptation
  29. ICML 2025Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment
  30. ICML 2025Mutual Learning for SAM Adaptation: A Dual Collaborative Network Framework for Source-Free Domain Transfer
  31. ICML 2025Neutral residues: revisiting adapters for model extension
  32. ICML 2025Optimal Transfer Learning for Missing Not-at-Random Matrix Completion
  33. ICML 2025QT-DoG: Quantization-Aware Training for Domain Generalization
  34. ICML 2025Random Registers for Cross-Domain Few-Shot Learning
  35. ICML 2025Revisiting Continuity of Image Tokens for Cross-domain Few-shot Learning
  36. ICML 2025Self-Bootstrapping for Versatile Test-Time Adaptation
  37. ICML 2025Self-Disentanglement and Re-Composition for Cross-Domain Few-Shot Segmentation
  38. ICML 2025Set Valued Predictions For Robust Domain Generalization
  39. ICML 2025Soup-of-Experts: Pretraining Specialist Models via Parameters Averaging
  40. ICML 2025Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation
  41. ICML 2025SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation
  42. ICML 2025Tackling Dimensional Collapse toward Comprehensive Universal Domain Adaptation
  43. ICML 2025Test-Time Adaptation with Binary Feedback
  44. ICML 2025The Role of Sparsity for Length Generalization in LLMs
  45. ICML 2025Theoretical Performance Guarantees for Partial Domain Adaptation via Partial Optimal Transport
  46. ICML 2025Transfer Learning for Nonparametric Contextual Dynamic Pricing
  47. ICML 2025TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation
  48. ICML 2025Unveiling Markov heads in Pretrained Language Models for Offline Reinforcement Learning
  49. ICML 2025When can in-context learning generalize out of task distribution?
  50. ICML 2025When Can Proxies Improve the Sample Complexity of Preference Learning?

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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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