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 2 of 18

51. CVPR 2026Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning
52. CVPR 2026RegionRoute Regional Style Transfer with Diffusion Model
53. CVPR 2026Remedying Target-Domain Astigmatism for Cross-Domain Few-Shot Object Detection
54. CVPR 2026Render-to-Adapt Unsupervised Personal Adaptation for Gaze Estimation
55. CVPR 2026Revisiting Multimodal KV Cache Compression A Frequency-Domain-Guided Outlier-KV-Aware Approach
56. CVPR 2026See Through the Noise Improving Domain Generalization in Gaze Estimation
57. CVPR 2026Seeing Beyond Extrapolative Domain Adaptive Panoramic Segmentation
58. CVPR 2026Selective Regularized and Calibrated Harnessing Vision Foundation Models for Cross-Domain
59. CVPR 2026SHAPE Structure-aware Hierarchical Unsupervised Domain Adaptation with Plausibility Evaluation for
60. CVPR 2026SPEGC Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical
61. CVPR 2026Tell2Adapt A Unified Framework for Source Free Unsupervised Domain Adaptation
62. CVPR 2026Text-Phase Synergy Network with Dual Priors for Unsupervised Cross-Domain Image
63. CVPR 2026Through the Frequency Lens Cross-Domain Generalisable Gaze Estimation with Adaptive
64. CVPR 2026Towards Multimodal Domain Generalization with Few Labels
65. CVPR 2026Towards Stable Federated Continual Test-Time Adaptation in Wild World
66. CVPR 2026Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with
67. CVPR 2026UDAPose Unsupervised Domain Adaptation for Low-Light Human Pose Estimation
68. CVPR 2026Vision-Language Model Guided Source-Free Domain Adaptation via Optimal Transport
69. CVPR 2026VoDaSuRe A Large-Scale Dataset Revealing Domain Shift in Volumetric Super-Resolution
70. CVPR 2026WiTTA-Bench Benchmarking Test-Time Adaptation for WiFi Sensing
71. ICLR 2026Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models
72. ICLR 2026Adaptive Debiasing Tsallis Entropy for Test-Time Adaptation
73. ICLR 2026Adaptive Domain Shift in Diffusion Models for Cross-Modality Image Translation
74. ICLR 2026Adaptive Test-Time Training for Predicting Need for Invasive Mechanical Ventilation in Multi-Center Cohorts
75. ICLR 2026Architecture-Agnostic Test-Time Adaptation via Backprop-Free Embedding Alignment
76. ICLR 2026Bayesian Evidence-Driven Prototype Evolution for Federated Domain Adaptation
77. ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
78. ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
79. ICLR 2026CoMem: Compositional Concept-Graph Memory for Vision–Language Adaptation
80. ICLR 2026Conformalized Hierarchical Calibration for Uncertainty-Aware Adaptive Hashing
81. ICLR 2026Cross-Domain Policy Optimization via Bellman Consistency and Hybrid Critics
82. ICLR 2026DADA: Dual Averaging with Distance Adaptation
83. ICLR 2026Distributionally Robust Classification for Multi-source Unsupervised Domain Adaptation
84. ICLR 2026Dual-Robust Cross-Domain Offline Reinforcement Learning Against Dynamics Shifts
85. ICLR 2026Elastic Optimal Transport: Theory, Application, and Empirical Evaluation
86. ICLR 2026Exploring Mode Connectivity in Krylov Subspace for Domain Generalization
87. ICLR 2026FlexLoRA: Entropy-Guided Flexible Low-Rank Adaptation
88. ICLR 2026GAPrune: Gradient-Alignment Pruning for Domain-Aware Embeddings
89. ICLR 2026GOOD: Geometry-guided Out-of-Distribution Modeling for Open-set Test-time Adaptation in Point Cloud Semantic Segmentation
90. ICLR 2026HEEGNet: Hyperbolic Embeddings for EEG
91. ICLR 2026HSIC Bottleneck for Cross-Generator and Domain-Incremental Synthetic Image Detection
92. ICLR 2026Latent Adaptation of Foundation Policies for Sim-to-Real Transfer
93. ICLR 2026LDT: Layer-Decomposition Training Makes Networks More Generalizable
94. ICLR 2026Learning Adaptive Distribution Alignment with Neural Characteristic Function for Graph Domain Adaptation
95. ICLR 2026Learning Structure-Semantic Evolution Trajectories for Graph Domain Adaptation
96. ICLR 2026LLaVA-FA: Learning Fourier Approximation for Compressing Large Multimodal Models
97. ICLR 2026LoFT: Low-Rank Adaptation That Behaves Like Full Fine-Tuning
98. ICLR 2026Merge before Forget: A Single LoRA Continual Learning via Continual Merging
99. ICLR 2026Minimax-Optimal Aggregation for Density Ratio Estimation
100. ICLR 2026MOBODY: Model-Based Off-Dynamics Offline Reinforcement Learning

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.