深度学习 · self supervised learning论文趋势 2023–2026

主要结论

• 深度学习 · self supervised learning论文从 2023 年的 455 篇增长到 2026 年的 534 篇，三年间扩大到约 1.2 倍。
• ICLR 是发深度学习 · self supervised learning论文最多的会议，2023–2026 年共 693 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是通用机器学习 · unsupervised and semisupervised learning：同时属于两个主题的论文从 2023 年的 23 篇增至 2026 年的 86 篇。
• 在「深度学习」的 11 个主题里，它的 2026 年论文数排第 4；同组增长最快的扩散模型是 4.1 倍，深度学习 · self supervised learning是 1.2 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 2026Attending on Attention ($A^2$): Smaller Self-Supervised ViTs Localize Better Than Larger Ones
• ICML 20263D-DLP: Self-supervised 3D Object-centric Scene Representation Learning
• ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
• CVPR 2026A Stitch in Time Learning Procedural Workflow via Self-Supervised Plackett-Luce
• NeurIPS 2025$\textit{HiMaCon:}$ Discovering Hierarchical Manipulation Concepts from Unlabeled Multi-Modal Data
• ICML 2025An Augmentation-Aware Theory for Self-Supervised Contrastive Learning
• ICLR 2025Approaching Rate-Distortion Limits in Neural Compression with Lattice Transform Coding
• CVPR 2025A Unified Framework for Heterogeneous Semi-supervised Learning
• NeurIPS 2024Intrinsic Self-Supervision for Data Quality Audits
• ICML 2024Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains
• ICLR 2024A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks
• CVPR 2024Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios
• NeurIPS 2023A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning
• ICML 2023A Closer Look at Self-Supervised Lightweight Vision Transformers
• ICLR 2023A Multi-Grained Self-Interpretable Symbolic-Neural Model For Single/Multi-Labeled Text Classification
• CVPR 2023Are Data-Driven Explanations Robust Against Out-of-Distribution Data?
• NeurIPS 2026AudioSphere: Towards Self-Supervised Spatial Audio Representation Models
• ICML 20263DPoV: Improving 3D understanding via Patch Ordering on Videos
• ICLR 2026Angle K-Means
• CVPR 2026Action Motifs Self-Supervised Hierarchical Representation of Human Body Movements

全部深度学习 · self supervised learning论文

共 1,956 篇，第 1 / 40 页

1. CVPR 20263D Gaussian Splatting with Self-Constrained Priors for High Fidelity Surface
2. CVPR 2026A Stitch in Time Learning Procedural Workflow via Self-Supervised Plackett-Luce
3. CVPR 2026Action Motifs Self-Supervised Hierarchical Representation of Human Body Movements
4. CVPR 2026Ani3DHuman Photorealistic 3D Human Animation with Self-guided Stochastic Sampling
5. CVPR 2026ArtPro Self-Supervised Articulated Object Reconstruction with Adaptive Integration of Mobility
6. CVPR 2026BEV-SLD Self-Supervised Scene Landmark Detection for Global Localization with LiDAR
7. CVPR 2026Boosting Self-Supervised Tracking with Contextual Prompts and Noise Learning
8. CVPR 2026CanonCGT Reference-Based Color Grading via Canonical Pivot Representation
9. CVPR 2026Convexity-Aware Noise Calibration A Self-Supervised Framework for Noise-Level-Unknown Image Denoising
10. CVPR 2026Depth Any Endoscopy Towards Self-Supervised Generalizable Depth Estimation in Monocular
11. CVPR 2026Disco-GS Gaussian Splatting in Dynamic Color Lighting
12. CVPR 2026Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering
13. CVPR 2026E-RayZer Self-supervised 3D Reconstruction as Spatial Visual Pre-training
14. CVPR 2026Editprint General Digital Image Forensics via Editing Fingerprint with Self-Augmentation
15. CVPR 2026Exploring Adaptive Masked Reconstruction for Self-Supervised Skeleton-Based Action Recognition
16. CVPR 2026Face-Guided Sentiment Boundary Enhancement for Weakly-Supervised Temporal Sentiment Localization
17. CVPR 2026Finding Distributed Object-Centric Properties in Self-Supervised Transformers
18. CVPR 2026FRAMER Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for
19. CVPR 2026Frequency-Aware Affinity for Weakly Supervised Semantic Segmentation
20. CVPR 2026From None to All Self-Supervised 3D Reconstruction via Novel View
21. CVPR 2026From Softmax to Dirichlet Evidential Learning for Semi-supervised Semantic Segmentation
22. CVPR 2026From Static to Dynamic Exploring Self-supervised Image-to-Video Representation Transfer Learning
23. CVPR 2026GaussianMatch Semi-Supervised Regression with Pseudo-Label Filtering via Multi-View Gaussian Consistency
24. CVPR 2026GS-ASM 2DGS-Supervised Active Stereo Matching
25. CVPR 2026GT-SVJ Generative-Transformer-Based Self-Supervised Video Judge For Efficient Video Reward Modeling
26. CVPR 2026GUI-SAGE Enhancing GUI Automation with Self-Explanatory Learning
27. CVPR 2026InvCoSS Inversion-driven Continual Self-supervised Learning in Medical Multi-modal Image Pre-training
28. CVPR 2026Investigating Self-Supervised Representations for Audio-Visual Deepfake Detection
29. CVPR 2026Learning from Noisy Supervision A Denoising-Debiasing Framework for Weakly Supervised
30. CVPR 2026Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision
31. CVPR 2026Learning to Drive is a Free Gift Large-Scale Label-Free Autonomy
32. CVPR 2026Let VLMs Grade Their Own Thoughts A Self-Quantification Approach to
33. CVPR 2026Leveraging Class Distributions in CLIP for Weakly Supervised Semantic Segmentation
34. CVPR 2026LF-BVN Blind-View Network for Self-Supervised Light Field Denoising
35. CVPR 2026Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection
36. CVPR 2026MM-SeR Multimodal Self-Refinement for Lightweight Image Captioning
37. CVPR 2026Multi-Modal Representation Learning via Semi-Supervised Rate Reduction for Generalized Category
38. CVPR 2026Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration
39. CVPR 2026NeighborMAE Exploiting Spatial Dependencies between Neighboring Earth Observation Images in
40. CVPR 2026Next-Scale Prediction A Self-Supervised Approach for Real-World Image Denoising
41. CVPR 2026OccAny Generalized Unconstrained Urban 3D Occupancy
42. CVPR 2026OSMO Open-vocabulary Self-eMOtion Tracking
43. CVPR 2026PAF Perturbation-Aware Filtering for Open-Set Semi-Supervised Learning
44. CVPR 2026Partial Weakly-Supervised Oriented Object Detection
45. CVPR 2026PhysSkin Real-Time and Generalizable Physics-Based Animation via Self-Supervised Neural Skinning
46. CVPR 2026PointCSP Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point
47. CVPR 2026ProcessMaker A Generalized Process Visualization Framework with Adaptive Sequence Steps
48. CVPR 2026Progressive Mask Distillation for Self-supervised Video Representation
49. CVPR 2026ProxyFL A Proxy-Guided Framework for Federated Semi-Supervised Learning
50. CVPR 2026QueryOcc Query-based Self-Supervision for 3D Semantic Occupancy

常见问题

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

共 1,958 篇，按年份分别是 2023 年 455 篇、2024 年 472 篇、2025 年 497 篇、2026 年 534 篇。

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

NeurIPS 2026 有 110 篇深度学习 · self supervised learning论文，上一届是 147 篇。

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

ICLR 2026 有 195 篇深度学习 · self supervised learning论文，上一届是 195 篇。

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

ICML 2026 有 135 篇深度学习 · self supervised learning论文，上一届是 72 篇。

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

CVPR 2026 有 94 篇深度学习 · self supervised learning论文，上一届是 83 篇。

哪个会议的深度学习 · self supervised learning论文最多？

ICLR，2023–2026 年共 693 篇。