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 2 / 40 页

51. CVPR 2026ReFlow Self-correction Motion Learning for Dynamic Scene Reconstruction
52. CVPR 2026ReSAM Refine Requery and Reinforce Self-Prompting Point-Supervised Segmentation for Remote
53. CVPR 2026Rethinking Box Supervision Bias-Free Weakly Supervised Medical Segmentation
54. CVPR 2026Revisiting the Necessity of Full Accuracy Weakly Supervised Object-Level Offset
55. CVPR 2026Rewis3d Reconstruction Improves Weakly-Supervised Semantic Segmentation
56. CVPR 2026RiskProp Collision-Anchored Self-Supervised Risk Propagation For Early Accident Anticipation
57. CVPR 2026RNN as Linear Transformer A Closer Investigation into Representational Potentials
58. CVPR 2026RoSAMDepth Robust Self-supervised Depth Estimation Leveraging Segment Anything Model
59. CVPR 2026Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers
60. CVPR 2026SCAPO Self-Supervised Category-Level Articulated Pose Estimation from a Single 3D
61. CVPR 2026SDUIE Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual
62. CVPR 2026SECOS Semantic Capture for Rigorous Classification in Open-World Semi-Supervised Learning
63. CVPR 2026SeeGroup Multi-Layer Depth Estimation of Transparent Surfaces via Self-Determined Grouping
64. CVPR 2026Seeing What Matters A Training-Free Self-Guided Framework for Multimodal Detail
65. CVPR 2026Self-Attention Driven Tensor Representation for High-Order Data Recovery
66. CVPR 2026Self-Diffusion Driven Blind Imaging
67. CVPR 2026Self-guided Semantic Inspection for Zero-Shot Composed Image Retrieval
68. CVPR 2026Self-supervised Dynamic Heterogeneous Degradation Modeling for Unified Zero-Shot Image Restoration
69. CVPR 2026SelfHVD Self-Supervised Handheld Video Deblurring
70. CVPR 2026Selfi Self-improving Reconstruction Engine via 3D Geometric Feature Alignment
71. CVPR 2026Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score
72. CVPR 2026SGDE Self-supervised Geometry Degradation Estimation Framework for Coded Aperture Compressive
73. CVPR 2026Spatial-SSRL Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning
74. CVPR 2026SRA 2 Variational Autoencoder Self-Representation Alignment for Efficient Diffusion
75. CVPR 2026Teaching DINOv3 About Partial 3D Geometry A Self-Supervised Geometry-Aware Approach
76. CVPR 2026TeFlow Enabling Multi-frame Supervision for Self-Supervised Feed-forward Scene Flow Estimation
77. CVPR 2026TerraSeg Self-Supervised Ground Segmentation for Any LiDAR
78. CVPR 2026The Road Less Seen Segment Exploration for Weakly Supervised Video
79. CVPR 2026TimeBridge Self-Supervised Video Representation Learning via Start-End Joint Embedding and
80. CVPR 2026TM-BSN Triangular-Masked Blind-Spot Network for Real-World Self-Supervised Image Denoising
81. CVPR 2026Towards Foundation Models for 3D Scene Understanding Instance-Aware Self-Supervised Learning
82. CVPR 2026Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video
83. CVPR 2026TriLite Efficient Weakly Supervised Object Localization with Universal Visual Features
84. CVPR 2026TRivia Self-supervised Fine-tuning of Vision-Language Models for Table Recognition
85. CVPR 2026UniRefiner Teaching Pre-trained ViTs to Self-Dispose Dross via Contrastive Register
86. CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
87. CVPR 2026Unpaired Image Deraining Using Reward-Guided Self-Reinforcement Strategy
88. CVPR 2026VGGT-Segmentor Geometry-Enhanced Cross-View Segmentation
89. CVPR 2026VideoSSR Video Self-Supervised Reinforcement Learning
90. CVPR 2026When Local Rules Create Global Order Self-Organized Representation Learning for
91. CVPR 2026Why Not Hyperparameter-Friendly Optimisation A Monotonic Adaptive Norm Rescaling Approach
92. CVPR 2026WildRayZer Self-supervised Large View Synthesis in Dynamic Environments
93. ICLR 2026A Bayesian Nonparametric Framework For Learning Disentangled Representations
94. ICLR 2026A Federated Generalized Expectation-Maximization Algorithm for Mixture Models with an Unknown Number of Components
95. ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
96. ICLR 2026Accessible, Realistic, and Fair Evaluation of Positive-Unlabeled Learning Algorithms
97. ICLR 2026Adapting Self-Supervised Representations as a Latent Space for Efficient Generation
98. ICLR 2026Adaptive Conformal Prediction via Mixture-of-Experts Gating Similarity
99. ICLR 2026Adaptive Width Neural Networks
100. ICLR 2026Advancing End-to-End Pixel-Space Generative Modeling via Self-Supervised Pre-Training

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。