Deep learning · self supervised learning papers, 2023–2026

Key findings

• Deep learning · self supervised learning went from 455 papers in 2023 to 534 in 2026, roughly 1.2x in three years.
• ICLR publishes the most Deep learning · self supervised learning work: 693 papers from 2023 to 2026, 35% of the four-venue total.
• The fastest-growing overlap is with General ML · unsupervised and semisupervised learning: papers tagged with both rose from 23 in 2023 to 86 in 2026.
• Among the 11 topics under Deep Learning, it ranks #4 by 2026 paper count; the fastest grower in the group, Diffusion Models, is up 4.1x versus 1.2x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Deep learning · self supervised learning papers

532 papers, page 1 of 11

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

FAQ

How many Deep learning · self supervised learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,958 in total: 455 in 2023, 472 in 2024, 497 in 2025, 534 in 2026.

How many Deep learning · self supervised learning papers are at NeurIPS 2026?

NeurIPS 2026 has 110 Deep learning · self supervised learning papers, versus 147 the year before.

How many Deep learning · self supervised learning papers are at ICLR 2026?

ICLR 2026 has 195 Deep learning · self supervised learning papers, versus 195 the year before.

How many Deep learning · self supervised learning papers are at ICML 2026?

ICML 2026 has 135 Deep learning · self supervised learning papers, versus 72 the year before.

How many Deep learning · self supervised learning papers are at CVPR 2026?

CVPR 2026 has 94 Deep learning · self supervised learning papers, versus 83 the year before.

Which conference publishes the most Deep learning · self supervised learning papers?

ICLR, with 693 papers from 2023 to 2026.