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 110 篇，第 1 / 3 页

1. NeurIPS 2024(FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning
2. NeurIPS 2024Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification
3. NeurIPS 2024Accelerating Augmentation Invariance Pretraining
4. NeurIPS 2024Activating Self-Attention for Multi-Scene Absolute Pose Regression
5. NeurIPS 2024Adaptive $Q$-Aid for Conditional Supervised Learning in Offline Reinforcement Learning
6. NeurIPS 2024Adversarially Robust Decision Transformer
7. NeurIPS 2024AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models
8. NeurIPS 2024Amortized Planning with Large-Scale Transformers: A Case Study on Chess
9. NeurIPS 2024Any2Graph: Deep End-To-End Supervised Graph Prediction With An Optimal Transport Loss
10. NeurIPS 2024Beyond Euclidean: Dual-Space Representation Learning for Weakly Supervised Video Violence Detection
11. NeurIPS 2024Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning
12. NeurIPS 2024bit2bit: 1-bit quanta video reconstruction via self-supervised photon prediction
13. NeurIPS 2024Bootstrapping Top-down Information for Self-modulating Slot Attention
14. NeurIPS 2024CA-SSLR: Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing
15. NeurIPS 2024Connecting Joint-Embedding Predictive Architecture with Contrastive Self-supervised Learning
16. NeurIPS 2024Continuous Contrastive Learning for Long-Tailed Semi-Supervised Recognition
17. NeurIPS 2024Continuous Partitioning for Graph-Based Semi-Supervised Learning
18. NeurIPS 2024Contrastive-Equivariant Self-Supervised Learning Improves Alignment with Primate Visual Area IT
19. NeurIPS 2024Convergence of No-Swap-Regret Dynamics in Self-Play
20. NeurIPS 2024Cross-Scale Self-Supervised Blind Image Deblurring via Implicit Neural Representation
21. NeurIPS 2024Cross-video Identity Correlating for Person Re-identification Pre-training
22. NeurIPS 2024Data Augmentation with Diffusion for Open-Set Semi-Supervised Learning
23. NeurIPS 2024DeepITE: Designing Variational Graph Autoencoders for Intervention Target Estimation
24. NeurIPS 2024DiffNorm: Self-Supervised Normalization for Non-autoregressive Speech-to-speech Translation
25. NeurIPS 2024Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis
26. NeurIPS 2024DMNet: Self-comparison Driven Model for Subject-independent Seizure Detection
27. NeurIPS 2024Dual Lagrangian Learning for Conic Optimization
28. NeurIPS 2024DynaMo: In-Domain Dynamics Pretraining for Visuo-Motor Control
29. NeurIPS 2024EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals
30. NeurIPS 2024Faster Neighborhood Attention: Reducing the O(n^2) Cost of Self Attention at the Threadblock Level
31. NeurIPS 2024Flexible mapping of abstract domains by grid cells via self-supervised extraction and projection of generalized velocity signals
32. NeurIPS 2024From Chaos to Clarity: 3DGS in the Dark
33. NeurIPS 2024Harnessing small projectors and multiple views for efficient vision pretraining
34. NeurIPS 2024How JEPA Avoids Noisy Features: The Implicit Bias of Deep Linear Self Distillation Networks
35. NeurIPS 2024Hyperbolic Embeddings of Supervised Models
36. NeurIPS 2024Identify Then Recommend: Towards Unsupervised Group Recommendation
37. NeurIPS 2024ImageNet3D: Towards General-Purpose Object-Level 3D Understanding
38. NeurIPS 2024Improving self-training under distribution shifts via anchored confidence with theoretical guarantees
39. NeurIPS 2024In-Context Symmetries: Self-Supervised Learning through Contextual World Models
40. NeurIPS 2024Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models
41. NeurIPS 2024Intrinsic Self-Supervision for Data Quality Audits
42. NeurIPS 2024Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exiting
43. NeurIPS 2024Label Noise: Ignorance Is Bliss
44. NeurIPS 2024Large Pre-trained time series models for cross-domain Time series analysis tasks
45. NeurIPS 2024LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling
46. NeurIPS 2024Learning from Pattern Completion: Self-supervised Controllable Generation
47. NeurIPS 2024Learning predictable and robust neural representations by straightening image sequences
48. NeurIPS 2024Learning to Edit Visual Programs with Self-Supervision
49. NeurIPS 2024Localizing Memorization in SSL Vision Encoders
50. NeurIPS 2024LoCo: Learning 3D Location-Consistent Image Features with a Memory-Efficient Ranking Loss

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。