Domain Adaptation papers, 2023–2026

Key findings

• Domain Adaptation went from 174 papers in 2023 to 263 in 2026, roughly 1.5x in three years.
• CVPR publishes the most Domain Adaptation work: 268 papers from 2023 to 2026, 31% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 7 in 2023 to 38 in 2026.
• Among the 5 topics under Meta-Learning and Transfer, it ranks #3 by 2026 paper count; the fastest grower in the group, Foundation Model Adaptation, is up 3.8x versus 1.5x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Domain Adaptation papers

268 papers, page 5 of 6

201. CVPR 2023DA-DETR: Domain Adaptive Detection Transformer With Information Fusion
202. CVPR 2023DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
203. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
204. CVPR 2023DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
205. CVPR 2023Decompose, Adjust, Compose: Effective Normalization by Playing With Frequency for Domain Generalization
206. CVPR 2023Deep Frequency Filtering for Domain Generalization
207. CVPR 2023Density-Insensitive Unsupervised Domain Adaption on 3D Object Detection
208. CVPR 2023Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding
209. CVPR 2023DETR With Additional Global Aggregation for Cross-Domain Weakly Supervised Object Detection
210. CVPR 2023Divide and Adapt: Active Domain Adaptation via Customized Learning
211. CVPR 2023Domain Expansion of Image Generators
212. CVPR 2023Domain Generalized Stereo Matching via Hierarchical Visual Transformation
213. CVPR 2023Dual Alignment Unsupervised Domain Adaptation for Video-Text Retrieval
214. CVPR 2023Dual-Path Adaptation From Image to Video Transformers
215. CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
216. CVPR 2023EcoTTA: Memory-Efficient Continual Test-Time Adaptation via Self-Distilled Regularization
217. CVPR 2023Federated Domain Generalization With Generalization Adjustment
218. CVPR 2023Fix the Noise: Disentangling Source Feature for Controllable Domain Translation
219. CVPR 2023FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
220. CVPR 2023GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts
221. CVPR 2023Generalized UAV Object Detection via Frequency Domain Disentanglement
222. CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
223. CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
224. CVPR 2023Harmonious Teacher for Cross-Domain Object Detection
225. CVPR 2023HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation
226. CVPR 2023High-Frequency Stereo Matching Network
227. CVPR 2023Improved Test-Time Adaptation for Domain Generalization
228. CVPR 2023Improving Generalization With Domain Convex Game
229. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
230. CVPR 2023Instance-Aware Domain Generalization for Face Anti-Spoofing
231. CVPR 2023Instant Domain Augmentation for LiDAR Semantic Segmentation
232. CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain
233. CVPR 2023Masked Representation Learning for Domain Generalized Stereo Matching
234. CVPR 2023Meta-Causal Learning for Single Domain Generalization
235. CVPR 2023MHPL: Minimum Happy Points Learning for Active Source Free Domain Adaptation
236. CVPR 2023MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
237. CVPR 2023Modality-Agnostic Debiasing for Single Domain Generalization
238. CVPR 2023Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property Protection
239. CVPR 2023MOT: Masked Optimal Transport for Partial Domain Adaptation
240. CVPR 2023Neuro-Modulated Hebbian Learning for Fully Test-Time Adaptation
241. CVPR 2023NICO++: Towards Better Benchmarking for Domain Generalization
242. CVPR 2023Object Detection With Self-Supervised Scene Adaptation
243. CVPR 2023OSAN: A One-Stage Alignment Network To Unify Multimodal Alignment and Unsupervised Domain Adaptation
244. CVPR 2023Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
245. CVPR 2023ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
246. CVPR 2023Progressive Random Convolutions for Single Domain Generalization
247. CVPR 2023Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization
248. CVPR 2023Rethinking Federated Learning With Domain Shift: A Prototype View
249. CVPR 2023Revisiting Prototypical Network for Cross Domain Few-Shot Learning
250. CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations

FAQ

How many Domain Adaptation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

866 in total: 174 in 2023, 209 in 2024, 220 in 2025, 263 in 2026.

How many Domain Adaptation papers are at NeurIPS 2026?

NeurIPS 2026 has 78 Domain Adaptation papers, versus 81 the year before.

How many Domain Adaptation papers are at ICLR 2026?

ICLR 2026 has 46 Domain Adaptation papers, versus 45 the year before.

How many Domain Adaptation papers are at ICML 2026?

ICML 2026 has 69 Domain Adaptation papers, versus 48 the year before.

How many Domain Adaptation papers are at CVPR 2026?

CVPR 2026 has 70 Domain Adaptation papers, versus 46 the year before.

Which conference publishes the most Domain Adaptation papers?

CVPR, with 268 papers from 2023 to 2026.