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 166 篇，第 3 / 4 页

101. ICLR 2024Dissecting learning and forgetting in language model finetuning
102. ICLR 2024Domain constraints improve risk prediction when outcome data is missing
103. ICLR 2024Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts
104. ICLR 2024DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain Adaption
105. ICLR 2024Exploring the Common Appearance-Boundary Adaptation for Nighttime Optical Flow
106. ICLR 2024FedWon: Triumphing Multi-domain Federated Learning Without Normalization
107. ICLR 2024Few-shot Hybrid Domain Adaptation of Image Generator
108. ICLR 2024Gradual Domain Adaptation via Gradient Flow
109. ICLR 2024Improving Domain Generalization with Domain Relations
110. ICLR 2024Improving Non-Transferable Representation Learning by Harnessing Content and Style
111. ICLR 2024Learning Conditional Invariances through Non-Commutativity
112. ICLR 2024Memory-Assisted Sub-Prototype Mining for Universal Domain Adaptation
113. ICLR 2024Minimum width for universal approximation using ReLU networks on compact domain
114. ICLR 2024OpenTab: Advancing Large Language Models as Open-domain Table Reasoners
115. ICLR 2024Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting
116. ICLR 2024PROGRAM: PROtotype GRAph Model based Pseudo-Label Learning for Test-Time Adaptation
117. ICLR 2024ReTaSA: A Nonparametric Functional Estimation Approach for Addressing Continuous Target Shift
118. ICLR 2024Rethinking CNN’s Generalization to Backdoor Attack from Frequency Domain
119. ICLR 2024Robust agents learn causal world models
120. ICLR 2024SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation
121. ICLR 2024Source-Free and Image-Only Unsupervised Domain Adaptation for Category Level Object Pose Estimation
122. ICLR 2024SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs
123. ICLR 2024Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning
124. ICLR 2024Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
125. ICLR 2024Un-Mixing Test-Time Normalization Statistics: Combatting Label Temporal Correlation
126. ICLR 2024Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation
127. ICLR 2024Unknown Domain Inconsistency Minimization for Domain Generalization
128. ICLR 2024VBH-GNN: Variational Bayesian Heterogeneous Graph Neural Networks for Cross-subject Emotion Recognition
129. ICLR 2024VeRA: Vector-based Random Matrix Adaptation
130. ICLR 2024ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation
131. ICLR 2024Zero-Mean Regularized Spectral Contrastive Learning: Implicitly Mitigating Wrong Connections in Positive-Pair Graphs
132. ICLR 2023Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation
133. ICLR 2023AnyDA: Anytime Domain Adaptation
134. ICLR 2023Consolidator: Mergable Adapter with Group Connections for Visual Adaptation
135. ICLR 2023Continual Pre-training of Language Models
136. ICLR 2023Contrastive Learning for Unsupervised Domain Adaptation of Time Series
137. ICLR 2023Cycle-consistent Masked AutoEncoder for Unsupervised Domain Generalization
138. ICLR 2023Decompose to Generalize: Species-Generalized Animal Pose Estimation
139. ICLR 2023Deja Vu: Continual Model Generalization for Unseen Domains
140. ICLR 2023Dirichlet-based Uncertainty Calibration for Active Domain Adaptation
141. ICLR 2023Discovering Informative and Robust Positives for Video Domain Adaptation
142. ICLR 2023Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors
143. ICLR 2023Domain Generalisation via Domain Adaptation: An Adversarial Fourier Amplitude Approach
144. ICLR 2023Domain Generalization via Heckman-type Selection Models
145. ICLR 2023Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation
146. ICLR 2023Energy-Based Test Sample Adaptation for Domain Generalization
147. ICLR 2023FedDAR: Federated Domain-Aware Representation Learning
148. ICLR 2023Few-shot Cross-domain Image Generation via Inference-time Latent-code Learning
149. ICLR 2023Few-Shot Domain Adaptation For End-to-End Communication
150. ICLR 2023Free Lunch for Domain Adversarial Training: Environment Label Smoothing

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。