深度学习 · transfer learning论文趋势 2023–2026

主要结论

• 深度学习 · transfer learning论文从 2023 年的 56 篇降到 2026 年的 54 篇，热度在回落。
• NeurIPS 是发深度学习 · transfer learning论文最多的会议，2023–2026 年共 71 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 5 篇。
• 在「深度学习」的 11 个主题里，它的 2026 年论文数排第 11；同组增长最快的扩散模型是 4.1 倍，深度学习 · transfer learning是 1.0 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Emergent Misalignment as Data-Mediated Transfer
• ICML 2026Transfer Learning in High-dimensional Ising Models
• ICLR 2026TiTok: Transfer Token-level Knowledge via Contrastive Excess to Transplant LoRA
• CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
• NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
• ICML 2025An Improved Clique-Picking Algorithm for Counting Markov Equivalent DAGs via Super Cliques Transfer
• ICLR 2025GraphBridge: Towards Arbitrary Transfer Learning in GNNs
• CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
• NeurIPS 2024Transfer Learning with Informative Priors: Simple Baselines Better than Previously Reported
• ICML 2024Adversarially Robust Hypothesis Transfer Learning
• ICLR 2024Geometrically Aligned Transfer Encoder for Inductive Transfer in Regression Tasks
• CVPR 2024Geometry Transfer for Stylizing Radiance Fields
• NeurIPS 2023Diffused Redundancy in Pre-trained Representations
• ICML 2023Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability
• ICLR 2023Transfer Learning with Deep Tabular Models
• CVPR 2023A Data-Based Perspective on Transfer Learning
• NeurIPS 2026Learning Rate Transfer for Hybrid Transformer-SSM Architectures
• ICML 2026Transfer Learning in Nonparametric Regression with Deep ReLU Networks
• ICLR 2026Detect, Decide, Unlearn: A Transfer-Aware Framework for Continual Learning
• CVPR 2026Nonlinear Color Transfer via Learnable Bezier Flows

全部深度学习 · transfer learning论文

共 56 篇，第 1 / 2 页

1. CVPR 2026A Unified Framework for Knowledge Transfer in Bidirectional Model Scaling
2. CVPR 2026Diffusion-Based Makeup Transfer with Facial Region-Aware Makeup Features
3. CVPR 2026Experience Transfer for Multimodal LLM Agents in Minecraft Game
4. CVPR 2026FlowMotion Training-Free Flow Guidance for Video Motion Transfer
5. CVPR 2026Harmonic Canvas Inversion-Free Editing for Visually-Guided Music Style Transfer
6. CVPR 2026Hearing the Room Through the Shape of the Drum Modal-Guided
7. CVPR 2026Memory-Efficient Transfer Learning with Fading Side Networks via Masked Dual
8. CVPR 2026MimiCAT Mimic with Correspondence-Aware Cascade-Transformer for Category-Free 3D Pose Transfer
9. CVPR 2026Nonlinear Color Transfer via Learnable Bezier Flows
10. CVPR 2026PhysIR-Splat Physically Consistent Thermal Infrared Radiative Transfer in 3D Gaussian
11. CVPR 2026RegionRoute Regional Style Transfer with Diffusion Model
12. CVPR 2026Rethinking Knowledge Transfer in Image Quality Assessment A Perceptual Preference
13. CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
14. CVPR 2026WPT World-to-Policy Transfer via Online World Model Distillation
15. CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
16. CVPR 2025Attention Distillation: A Unified Approach to Visual Characteristics Transfer
17. CVPR 2025HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving
18. CVPR 2025HSI: A Holistic Style Injector for Arbitrary Style Transfer
19. CVPR 2025ManipTrans: Efficient Dexterous Bimanual Manipulation Transfer via Residual Learning
20. CVPR 2025OmniStyle: Filtering High Quality Style Transfer Data at Scale
21. CVPR 2025StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer
22. CVPR 2025Video Motion Transfer with Diffusion Transformers
23. CVPR 2024Cinematic Behavior Transfer via NeRF-based Differentiable Filming
24. CVPR 2024Content-Style Decoupling for Unsupervised Makeup Transfer without Generating Pseudo Ground Truth
25. CVPR 2024Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis
26. CVPR 2024Geometry Transfer for Stylizing Radiance Fields
27. CVPR 2024Initialization Matters for Adversarial Transfer Learning
28. CVPR 2024Model Inversion Robustness: Can Transfer Learning Help?
29. CVPR 2024NeRF Analogies: Example-Based Visual Attribute Transfer for NeRFs
30. CVPR 2024Robust Synthetic-to-Real Transfer for Stereo Matching
31. CVPR 2024Structured Model Probing: Empowering Efficient Transfer Learning by Structured Regularization
32. CVPR 2024Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer
33. CVPR 2024Towards Robust 3D Pose Transfer with Adversarial Learning
34. CVPR 2024Transfer CLIP for Generalizable Image Denoising
35. CVPR 2023A Data-Based Perspective on Transfer Learning
36. CVPR 2023BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning
37. CVPR 2023CAP-VSTNet: Content Affinity Preserved Versatile Style Transfer
38. CVPR 2023Class Attention Transfer Based Knowledge Distillation
39. CVPR 2023DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning
40. CVPR 2023ERM-KTP: Knowledge-Level Machine Unlearning via Knowledge Transfer
41. CVPR 2023Few-Shot Semantic Image Synthesis With Class Affinity Transfer
42. CVPR 2023Inversion-Based Style Transfer With Diffusion Models
43. CVPR 2023JAWS: Just a Wild Shot for Cinematic Transfer in Neural Radiance Fields
44. CVPR 2023Learning Dynamic Style Kernels for Artistic Style Transfer
45. CVPR 2023Manipulating Transfer Learning for Property Inference
46. CVPR 2023Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer
47. CVPR 2023Neural Preset for Color Style Transfer
48. CVPR 2023QuantArt: Quantizing Image Style Transfer Towards High Visual Fidelity
49. CVPR 2023Representation Learning for Visual Object Tracking by Masked Appearance Transfer
50. CVPR 2023Semantic Human Parsing via Scalable Semantic Transfer Over Multiple Label Domains

常见问题

2023–2026 年四大会议一共有多少篇深度学习 · transfer learning论文？

共 197 篇，按年份分别是 2023 年 56 篇、2024 年 44 篇、2025 年 43 篇、2026 年 54 篇。

NeurIPS 2026 有多少篇深度学习 · transfer learning论文？

NeurIPS 2026 有 18 篇深度学习 · transfer learning论文，上一届是 16 篇。

ICLR 2026 有多少篇深度学习 · transfer learning论文？

ICLR 2026 有 9 篇深度学习 · transfer learning论文，上一届是 9 篇。

ICML 2026 有多少篇深度学习 · transfer learning论文？

ICML 2026 有 13 篇深度学习 · transfer learning论文，上一届是 10 篇。

CVPR 2026 有多少篇深度学习 · transfer learning论文？

CVPR 2026 有 14 篇深度学习 · transfer learning论文，上一届是 8 篇。

哪个会议的深度学习 · transfer learning论文最多？

NeurIPS，2023–2026 年共 71 篇。