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
- 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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 36 | 35 | 16 | 87 | 174 |
| 2024 | 67 | 40 | 37 | 65 | 209 |
| 2025 | 81 | 45 | 48 | 46 | 220 |
| 2026 | 78 | 46 | 69 | 70 | 263 |
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 220 篇，第 5 / 5 页
- NeurIPS 2025Self-Training with Dynamic Weighting for Robust Gradual Domain Adaptation
- NeurIPS 2025SGCD: Stain-Guided CycleDiffusion for Unsupervised Domain Adaptation of Histopathology Image Classification
- NeurIPS 2025SNAP: Low-Latency Test-Time Adaptation with Sparse Updates
- NeurIPS 2025Spatiotemporal Consensus with Scene Prior for Unsupervised Domain Adaptive Person Search
- NeurIPS 2025Statistics Caching Test-Time Adaptation for Vision-Language Models
- NeurIPS 2025StelLA: Subspace Learning in Low-rank Adaptation using Stiefel Manifold
- NeurIPS 2025Synergy over Discrepancy: A Partition-Based Approach to Multi-Domain LLM Fine-Tuning
- NeurIPS 2025Synthetic-powered predictive inference
- NeurIPS 2025The Primacy of Magnitude in Low-Rank Adaptation
- NeurIPS 2025Towards foundational LiDAR world models with efficient latent flow matching
- NeurIPS 2025Towards Single-Source Domain Generalized Object Detection via Causal Visual Prompts
- NeurIPS 2025Towards Unsupervised Domain Bridging via Image Degradation in Semantic Segmentation
- NeurIPS 2025Towards Unsupervised Open-Set Graph Domain Adaptation via Dual Reprogramming
- NeurIPS 2025Training-Free Test-Time Adaptation via Shape and Style Guidance for Vision-Language Models
- NeurIPS 2025Transfer Faster, Price Smarter: Minimax Dynamic Pricing under Cross-Market Preference Shift
- NeurIPS 2025Uncertainty-quantified Rollout Policy Adaptation for Unlabelled Cross-domain Video Temporal Grounding
- NeurIPS 2025UniHG: A Large-scale Universal Heterogeneous Graph Dataset and Benchmark for Representation Learning and Cross-Domain Transferring
- NeurIPS 2025Universal Cross-Tokenizer Distillation via Approximate Likelihood Matching
- NeurIPS 2025Unleashing Foundation Vision Models: Adaptive Transfer for Diverse Data-Limited Scientific Domains
- NeurIPS 2025Vicinity-Guided Discriminative Latent Diffusion for Privacy-Preserving Domain Adaptation
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"}
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。