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

166 papers, page 1 of 4

1. ICLR 2026Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models
2. ICLR 2026Adaptive Debiasing Tsallis Entropy for Test-Time Adaptation
3. ICLR 2026Adaptive Domain Shift in Diffusion Models for Cross-Modality Image Translation
4. ICLR 2026Adaptive Test-Time Training for Predicting Need for Invasive Mechanical Ventilation in Multi-Center Cohorts
5. ICLR 2026Architecture-Agnostic Test-Time Adaptation via Backprop-Free Embedding Alignment
6. ICLR 2026Bayesian Evidence-Driven Prototype Evolution for Federated Domain Adaptation
7. ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
8. ICLR 2026CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detections
9. ICLR 2026CoMem: Compositional Concept-Graph Memory for Vision–Language Adaptation
10. ICLR 2026Conformalized Hierarchical Calibration for Uncertainty-Aware Adaptive Hashing
11. ICLR 2026Cross-Domain Policy Optimization via Bellman Consistency and Hybrid Critics
12. ICLR 2026DADA: Dual Averaging with Distance Adaptation
13. ICLR 2026Distributionally Robust Classification for Multi-source Unsupervised Domain Adaptation
14. ICLR 2026Dual-Robust Cross-Domain Offline Reinforcement Learning Against Dynamics Shifts
15. ICLR 2026Elastic Optimal Transport: Theory, Application, and Empirical Evaluation
16. ICLR 2026Exploring Mode Connectivity in Krylov Subspace for Domain Generalization
17. ICLR 2026FlexLoRA: Entropy-Guided Flexible Low-Rank Adaptation
18. ICLR 2026GAPrune: Gradient-Alignment Pruning for Domain-Aware Embeddings
19. ICLR 2026GOOD: Geometry-guided Out-of-Distribution Modeling for Open-set Test-time Adaptation in Point Cloud Semantic Segmentation
20. ICLR 2026HEEGNet: Hyperbolic Embeddings for EEG
21. ICLR 2026HSIC Bottleneck for Cross-Generator and Domain-Incremental Synthetic Image Detection
22. ICLR 2026Latent Adaptation of Foundation Policies for Sim-to-Real Transfer
23. ICLR 2026LDT: Layer-Decomposition Training Makes Networks More Generalizable
24. ICLR 2026Learning Adaptive Distribution Alignment with Neural Characteristic Function for Graph Domain Adaptation
25. ICLR 2026Learning Structure-Semantic Evolution Trajectories for Graph Domain Adaptation
26. ICLR 2026LLaVA-FA: Learning Fourier Approximation for Compressing Large Multimodal Models
27. ICLR 2026LoFT: Low-Rank Adaptation That Behaves Like Full Fine-Tuning
28. ICLR 2026Merge before Forget: A Single LoRA Continual Learning via Continual Merging
29. ICLR 2026Minimax-Optimal Aggregation for Density Ratio Estimation
30. ICLR 2026MOBODY: Model-Based Off-Dynamics Offline Reinforcement Learning
31. ICLR 2026MoSA: Mosaic Shared Adaptation of Large Language Models
32. ICLR 2026NEO — No-Optimization Test-Time Adaptation through Latent Re-Centering
33. ICLR 2026PARD: Accelerating LLM Inference with Low‑Cost PARallel Draft Model Adaptation
34. ICLR 2026PAS: Estimating the target accuracy before domain adaptation
35. ICLR 2026Personalized Feature Translation for Expression Recognition: An Efficient Source-Free Domain Adaptation Method
36. ICLR 2026Prior-free Tabular Test-time Adaptation
37. ICLR 2026Reasoning-Driven Multimodal LLM for Domain Generalization
38. ICLR 2026S2R-HDR: A Large-Scale Rendered Dataset for HDR Fusion
39. ICLR 2026SAE as a Crystal Ball: Interpretable Features Predict Cross-domain Transferability of LLMs without Training
40. ICLR 2026SAGA: Structural Aggregation Guided Alignment with Dynamic View and Neighborhood Order Selection for Multiview Graph Domain Adaptation
41. ICLR 2026Test-Time Adaptation without Source Data for Out-of-Domain Bioactivity Prediction
42. ICLR 2026TRAC: Tensor-Train based Across-layer Compression for Parameter-Efficient Fine-Tuning
43. ICLR 2026TRIDENT: Cross-Domain Trajectory Spatio-Temporal Representation via Distance-Preserving Triplet Learning
44. ICLR 2026Unlearning during Training: Domain-Specific Gradient Ascent for Domain Generalization
45. ICLR 2026VeriTrail: Closed-Domain Hallucination Detection with Traceability
46. ICLR 2026XIL: Cross-Expanding Incremental Learning
47. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
48. ICLR 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation
49. ICLR 2025Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
50. ICLR 2025Binary Losses for Density Ratio Estimation

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.