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 6 / 18 页

  1. NeurIPS 2026Sparse All-Layer Connector for Domain Generalised Semantic Segmentation
  2. NeurIPS 2026Spectral Energy Allocation Enables Source-Free Domain Adaptation in Time Series Forecasting
  3. NeurIPS 2026SS3D: End2End Self-Supervised 3D from Web Videos
  4. NeurIPS 2026Stage-Aware Dual Alignment for Covariate Shift in Graph Domain Adaptation
  5. NeurIPS 2026Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMs
  6. NeurIPS 2026SynTeX-FL: Cross-Modal Text Transfer in Federated Learning for Medical Visual Question Answering
  7. NeurIPS 2026The Shape of Events: Edge-Based Inductive Biases via Cross-Domain Distillation
  8. NeurIPS 2026TILT: Target-induced loss tilting under covariate shift
  9. NeurIPS 2026Time-Frequency Decoupled Cross-Scale Partial Optimal Transport for Time Series Domain Adaptation
  10. NeurIPS 2026When Catastrophic Inheritance Meets Forgetting in Continual Adaptation of Foundation Models
  11. NeurIPS 2026When the Merge Coefficient Stops Mattering: Proximity Regularized Merging for Continual LoRA Adaptation
  12. NeurIPS 2026X-Palm: Paired Multispectral-to-Smartphone Dataset for Cross-Domain Palmprint Authentication
  13. NeurIPS 2026You CAN Teach an Old Model New Tricks: Domain Adaptation via Complementary Subspace Expansion
  14. CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
  15. CVPR 2025ABC-Former: Auxiliary Bimodal Cross-domain Transformer with Interactive Channel Attention for White Balance
  16. CVPR 2025ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
  17. CVPR 2025Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation
  18. CVPR 2025AvatarArtist: Open-Domain 4D Avatarization
  19. CVPR 2025Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization
  20. CVPR 2025Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need
  21. CVPR 2025CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning
  22. CVPR 2025COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation
  23. CVPR 2025Distinguish Then Exploit: Source-free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment
  24. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
  25. CVPR 2025DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles
  26. CVPR 2025Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning
  27. CVPR 2025Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation
  28. CVPR 2025Dynamic Updates for Language Adaptation in Visual-Language Tracking
  29. CVPR 2025EventFly: Event Camera Perception from Ground to the Sky
  30. CVPR 2025Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment
  31. CVPR 2025Federated Learning with Domain Shift Eraser
  32. CVPR 2025Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
  33. CVPR 2025Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
  34. CVPR 2025Gradient-Guided Annealing for Domain Generalization
  35. CVPR 2025Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition
  36. CVPR 2025Link-based Contrastive Learning for One-Shot Unsupervised Domain Adaptation
  37. CVPR 2025Mitigating the Human-Robot Domain Discrepancy in Visual Pre-training for Robotic Manipulation
  38. CVPR 2025Mixture of Submodules for Domain Adaptive Person Search
  39. CVPR 2025MODfinity: Unsupervised Domain Adaptation with Multimodal Information Flow Intertwining
  40. CVPR 2025MoGe: Unlocking Accurate Monocular Geometry Estimation for Open-Domain Images with Optimal Training Supervision
  41. CVPR 2025Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation
  42. CVPR 2025ONDA-Pose: Occlusion-Aware Neural Domain Adaptation for Self-Supervised 6D Object Pose Estimation
  43. CVPR 2025Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing
  44. CVPR 2025OSMamba: Omnidirectional Spectral Mamba with Dual-Domain Prior Generator for Exposure Correction
  45. CVPR 2025PEER Pressure: Model-to-Model Regularization for Single Source Domain Generalization
  46. CVPR 2025Preserving Clusters in Prompt Learning for Unsupervised Domain Adaptation
  47. CVPR 2025Revisiting Source-Free Domain Adaptation: Insights into Representativeness, Generalization, and Variety
  48. CVPR 2025SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting
  49. CVPR 2025Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes
  50. CVPR 2025SEEN-DA: SEmantic ENtropy guided Domain-aware Attention for Domain Adaptive Object Detection

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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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