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 4 of 6

151. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
152. CVPR 2024InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
153. CVPR 2024LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
154. CVPR 2024Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
155. CVPR 2024MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
156. CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
157. CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
158. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
159. CVPR 2024Parameter Efficient Self-Supervised Geospatial Domain Adaptation
160. CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
161. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
162. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
163. CVPR 2024Rapid Motor Adaptation for Robotic Manipulator Arms
164. CVPR 2024Rethinking the Evaluation Protocol of Domain Generalization
165. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
166. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens
167. CVPR 2024Single Domain Generalization for Crowd Counting
168. CVPR 2024Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation
169. CVPR 2024Source-Free Domain Adaptation with Frozen Multimodal Foundation Model
170. CVPR 2024Split to Merge: Unifying Separated Modalities for Unsupervised Domain Adaptation
171. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
172. CVPR 2024Test-Time Adaptation for Depth Completion
173. CVPR 2024Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection
174. CVPR 2024Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
175. CVPR 2024Unified Entropy Optimization for Open-Set Test-Time Adaptation
176. CVPR 2024Unified Language-driven Zero-shot Domain Adaptation
177. CVPR 2024Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class Bias
178. CVPR 2024Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training
179. CVPR 2024Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation
180. CVPR 2024View From Above: Orthogonal-View aware Cross-view Localization
181. CVPR 2024Wonder3D: Single Image to 3D using Cross-Domain Diffusion
182. CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
183. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
184. CVPR 2023A Probabilistic Framework for Lifelong Test-Time Adaptation
185. CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
186. CVPR 2023ALOFT: A Lightweight MLP-Like Architecture With Dynamic Low-Frequency Transform for Domain Generalization
187. CVPR 2023AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
188. CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
189. CVPR 2023Back to the Source: Diffusion-Driven Adaptation To Test-Time Corruption
190. CVPR 2023Bi3D: Bi-Domain Active Learning for Cross-Domain 3D Object Detection
191. CVPR 2023Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
192. CVPR 2023C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation
193. CVPR 2023CiCo: Domain-Aware Sign Language Retrieval via Cross-Lingual Contrastive Learning
194. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
195. CVPR 2023Class Relationship Embedded Learning for Source-Free Unsupervised Domain Adaptation
196. CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
197. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
198. CVPR 2023COT: Unsupervised Domain Adaptation With Clustering and Optimal Transport
199. CVPR 2023Cross-Domain 3D Hand Pose Estimation With Dual Modalities
200. CVPR 2023Cross-Domain Image Captioning With Discriminative Finetuning

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.