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

866 papers, page 11 of 18

501. CVPR 2024Discriminative Pattern Calibration Mechanism for Source-Free Domain Adaptation
502. CVPR 2024Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning
503. CVPR 2024Disentangled Prompt Representation for Domain Generalization
504. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
505. CVPR 2024Domain Prompt Learning with Quaternion Networks
506. CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
507. CVPR 2024Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation
508. CVPR 2024Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
509. CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
510. CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
511. CVPR 2024Enhancing Quality of Compressed Images by Mitigating Enhancement Bias Towards Compression Domain
512. CVPR 2024EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
513. CVPR 2024Fast Adaptation for Human Pose Estimation via Meta-Optimization
514. CVPR 2024Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning
515. CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
516. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
517. CVPR 2024GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
518. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
519. CVPR 2024InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
520. CVPR 2024LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
521. CVPR 2024Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
522. CVPR 2024MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
523. CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
524. CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
525. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
526. CVPR 2024Parameter Efficient Self-Supervised Geospatial Domain Adaptation
527. CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
528. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
529. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
530. CVPR 2024Rapid Motor Adaptation for Robotic Manipulator Arms
531. CVPR 2024Rethinking the Evaluation Protocol of Domain Generalization
532. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
533. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens
534. CVPR 2024Single Domain Generalization for Crowd Counting
535. CVPR 2024Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation
536. CVPR 2024Source-Free Domain Adaptation with Frozen Multimodal Foundation Model
537. CVPR 2024Split to Merge: Unifying Separated Modalities for Unsupervised Domain Adaptation
538. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
539. CVPR 2024Test-Time Adaptation for Depth Completion
540. CVPR 2024Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection
541. CVPR 2024Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
542. CVPR 2024Unified Entropy Optimization for Open-Set Test-Time Adaptation
543. CVPR 2024Unified Language-driven Zero-shot Domain Adaptation
544. CVPR 2024Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class Bias
545. CVPR 2024Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training
546. CVPR 2024Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation
547. CVPR 2024View From Above: Orthogonal-View aware Cross-view Localization
548. CVPR 2024Wonder3D: Single Image to 3D using Cross-Domain Diffusion
549. ICLR 2024A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation
550. ICLR 2024Active Test-Time Adaptation: Theoretical Analyses and An Algorithm

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.