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 45 篇，第 1 / 1 页

1. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
2. ICLR 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation
3. ICLR 2025Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
4. ICLR 2025Binary Losses for Density Ratio Estimation
5. ICLR 2025Chunk-Distilled Language Modeling
6. ICLR 2025Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint
7. ICLR 2025DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation
8. ICLR 2025Decoupled Finetuning for Domain Generalizable Semantic Segmentation
9. ICLR 2025Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration
10. ICLR 2025Do Deep Neural Network Solutions Form a Star Domain?
11. ICLR 2025Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model
12. ICLR 2025DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation
13. ICLR 2025Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement
14. ICLR 2025Enhancing Federated Domain Adaptation with Multi-Domain Prototype-Based Federated Fine-Tuning
15. ICLR 2025Federated Domain Generalization with Data-free On-server Matching Gradient
16. ICLR 2025FreDF: Learning to Forecast in the Frequency Domain
17. ICLR 2025HiRA: Parameter-Efficient Hadamard High-Rank Adaptation for Large Language Models
18. ICLR 2025Is Large-scale Pretraining the Secret to Good Domain Generalization?
19. ICLR 2025Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation
20. ICLR 2025LoCA: Location-Aware Cosine Adaptation for Parameter-Efficient Fine-Tuning
21. ICLR 2025LoRA-X: Bridging Foundation Models with Training-Free Cross-Model Adaptation
22. ICLR 2025Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptation
23. ICLR 2025Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment
24. ICLR 2025On the Benefits of Attribute-Driven Graph Domain Adaptation
25. ICLR 2025On the Performance Analysis of Momentum Method: A Frequency Domain Perspective
26. ICLR 2025OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees
27. ICLR 2025Optimal Learning of Kernel Logistic Regression for Complex Classification Scenarios
28. ICLR 2025PaCA: Partial Connection Adaptation for Efficient Fine-Tuning
29. ICLR 2025pMoE: Prompting Diverse Experts Together Wins More in Visual Adaptation
30. ICLR 2025Proxy Denoising for Source-Free Domain Adaptation
31. ICLR 2025RaSA: Rank-Sharing Low-Rank Adaptation
32. ICLR 2025RECAST: Reparameterized, Compact weight Adaptation for Sequential Tasks
33. ICLR 2025Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control
34. ICLR 2025SD-LoRA: Scalable Decoupled Low-Rank Adaptation for Class Incremental Learning
35. ICLR 2025Selective Aggregation for Low-Rank Adaptation in Federated Learning
36. ICLR 2025Selective Label Enhancement Learning for Test-Time Adaptation
37. ICLR 2025Selective Unlearning via Representation Erasure Using Domain Adversarial Training
38. ICLR 2025Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises
39. ICLR 2025STAMP: Scalable Task- And Model-agnostic Collaborative Perception
40. ICLR 2025Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling
41. ICLR 2025Test-time Adaptation for Cross-modal Retrieval with Query Shift
42. ICLR 2025Test-time Adaptation for Image Compression with Distribution Regularization
43. ICLR 2025Test-Time Ensemble via Linear Mode Connectivity: A Path to Better Adaptation
44. ICLR 2025Towards Domain Adaptive Neural Contextual Bandits
45. ICLR 2025Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization

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。