通用机器学习 · unsupervised and semisupervised learning论文趋势 2023–2026

主要结论

• 通用机器学习 · unsupervised and semisupervised learning论文从 2023 年的 649 篇增长到 2026 年的 799 篇，三年间扩大到约 1.2 倍。
• ICML 是发通用机器学习 · unsupervised and semisupervised learning论文最多的会议，2023–2026 年共 859 篇，占四个会议总量的 32%。
• 交叉方向里涨得最快的是深度学习 · self supervised 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「通用机器学习」的 6 个主题里，它的 2026 年论文数排第 1；同组增长最快的通用机器学习 · evaluation是 4.3 倍，通用机器学习 · unsupervised and semisupervised 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 2026A general kernel framework for non-CND distance measures using $|\mathcal{D}|$-dimensional sparse landmark embeddings
• ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
• ICLR 2026A Generalized Geometric Theoretical Framework of Centroid Discriminant Analysis for Linear Classification of Multi-dimensional Data
• CVPR 2026COG Confidence-aware Optimal Geometric Correspondence for Unsupervised Single-reference Novel Object
• NeurIPS 2025$O(\sqrt{T})$ Static Regret and Instance Dependent Constraint Violation for Constrained Online Convex Optimization
• ICML 2025A Square Peg in a Square Hole: Meta-Expert for Long-Tailed Semi-Supervised Learning
• ICLR 2025A General Framework for Producing Interpretable Semantic Text Embeddings
• CVPR 2025A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
• NeurIPS 2024GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
• ICML 2024CKGConv: General Graph Convolution with Continuous Kernels
• ICLR 2024A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks
• CVPR 2024Dual Prototype Attention for Unsupervised Video Object Segmentation
• NeurIPS 2023$H$-Consistency Bounds: Characterization and Extensions
• ICML 2023A Mathematical Model for Curriculum Learning for Parities
• ICLR 2023A General Framework For Proving The Equivariant Strong Lottery Ticket Hypothesis
• CVPR 2023A General Regret Bound of Preconditioned Gradient Method for DNN Training
• NeurIPS 2026Attention-based PCA
• ICML 2026A Control-Theoretic View of Mamba on Stability and Robustness
• ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
• CVPR 2026CROWn A Unified Framework for Anti-Aliased Downsampling and Phase-Calibrated Fusion

全部通用机器学习 · unsupervised and semisupervised learning论文

共 306 篇，第 1 / 7 页

1. CVPR 2026Attend Before Attention Efficient and Scalable Video Understanding via Autoregressive
2. CVPR 2026BD-Merging Bias-Aware Dynamic Model Merging with Evidence-Guided Contrastive Learning
3. CVPR 2026Beyond Explicit Language Plug-and-Play Visual-to-Linguistic Modeling Toward General Object Tracking
4. CVPR 2026Beyond Weak Supervision MLLMs-Guided Graded Knowledge Distillation for Unsupervised Camouflaged
5. CVPR 2026BluRef Unsupervised Image Deblurring with Dense-Matching References
6. CVPR 2026ChArtist Generating Pictorial Charts with Unified Spatial and Subject Control
7. CVPR 2026COG Confidence-aware Optimal Geometric Correspondence for Unsupervised Single-reference Novel Object
8. CVPR 2026Color-Encoded Illumination for High-Speed Volumetric Scene Reconstruction
9. CVPR 2026CROWn A Unified Framework for Anti-Aliased Downsampling and Phase-Calibrated Fusion
10. CVPR 2026Dual-Prototype-Guided Multi-task Learning for Unsupervised Anomaly Detection and Classification
11. CVPR 2026Dynamic Visual SLAM using a General 3D Prior
12. CVPR 2026Edit-aware RAW reconstruction
13. CVPR 2026Explore with Long-term Memory A Benchmark and Multimodal LLM-based Reinforcement
14. CVPR 2026FINER MLLMs Hallucinate under Fine-grained Negative Queries
15. CVPR 2026Focal-General Diffusion Model with Semantic Consistent Guidance for Sign Language
16. CVPR 2026From Feature Learning to Spectral Basis Learning A Unifying and
17. CVPR 2026FusionRegister Every Infrared and Visible Image Fusion Deserves Registration
18. CVPR 2026GazeShift Unsupervised Gaze Estimation and Dataset for VR
19. CVPR 2026GeoFree-CoSeg Unsupervised Point Cloud-Image Cross-Modal Co-Segmentation Without Geometric Alignment
20. CVPR 2026GM-R2 Generative Matching Learning for Unsupervised Geometric Representation and Registration
21. CVPR 2026GPFlow Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection
22. CVPR 2026GR-Gauge Cost-efficient Training Configuration By Gauging the Gradient Redundancy
23. CVPR 2026GThinker Towards General Multimodal Reasoning via Cue-Guided Rethinking
24. CVPR 2026HamiPose Hamiltonian Optimization for Unsupervised Domain Adaptive Pose Estimation
25. CVPR 2026Hugging Visual Prompt and Segmentation Tokens Consistency Learning for Fine-Grained
26. CVPR 2026Inter-Photon-Limited Videography
27. CVPR 2026Joint Learning of General and Diverse Patterns with Mixture of
28. CVPR 2026Large-scale Robust Enhanced Ensemble Clustering via Outlier Decoupling
29. CVPR 2026Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain
30. CVPR 2026Learning Eigenstructures of Unstructured Data Manifolds
31. CVPR 2026Learning to Control Physically-simulated 3D Characters via Generating and Mimicking
32. CVPR 2026Mask to Align Weight to Disambiguate Reliable Unsupervised Cross-Modal Hashing
33. CVPR 2026Measuring the UnFaithfulness of Concept-Based Explanations
34. CVPR 2026Med-CMR A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic
35. CVPR 2026Multi-Prototype Compactness and Boundary-Aware Synthesis for Unsupervised Anomaly Detection
36. CVPR 2026No Labels No Look-Ahead Unsupervised Online Video Stabilization with Classical
37. CVPR 2026PointCNN Performant Convolution on Native Points
38. CVPR 2026PointGS Semantic-Consistent Unsupervised 3D Point Cloud Segmentation with 3D Gaussian
39. CVPR 2026PoseAnything General Pose-guided Video Generation with Part-aware Temporal Coherence
40. CVPR 2026Preference-Aligned LoRA Merging Preserving Subspace Coverage and Addressing Directional Anisotropy
41. CVPR 2026PriVi Towards a General-Purpose Video Model for Primate Behavior in
42. CVPR 2026R-4B Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and
43. CVPR 2026Render-to-Adapt Unsupervised Personal Adaptation for Gaze Estimation
44. CVPR 2026Residual Primitive Fitting of 3D Shapes with SuperFrusta
45. CVPR 2026RINO Rotation-Invariant Non-Rigid Correspondences
46. CVPR 2026rPPG-VQA A Video Quality Assessment Framework for Unsupervised rPPG Training
47. CVPR 2026Saliency-Guided Representation with Consistency Policy Learning for Visual Unsupervised Reinforcement
48. CVPR 2026Scene-Centric Unsupervised Video Panoptic Segmentation
49. CVPR 2026Scenes as Tokens Multi-Scale Normal Distributions Transform Tokenizer for General
50. CVPR 2026SHAPE Structure-aware Hierarchical Unsupervised Domain Adaptation with Plausibility Evaluation for

常见问题

2023–2026 年四大会议一共有多少篇通用机器学习 · unsupervised and semisupervised learning论文？

共 2,683 篇，按年份分别是 2023 年 649 篇、2024 年 553 篇、2025 年 682 篇、2026 年 799 篇。

NeurIPS 2026 有多少篇通用机器学习 · unsupervised and semisupervised learning论文？

NeurIPS 2026 有 194 篇通用机器学习 · unsupervised and semisupervised learning论文，上一届是 203 篇。

ICLR 2026 有多少篇通用机器学习 · unsupervised and semisupervised learning论文？

ICLR 2026 有 187 篇通用机器学习 · unsupervised and semisupervised learning论文，上一届是 174 篇。

ICML 2026 有多少篇通用机器学习 · unsupervised and semisupervised learning论文？

ICML 2026 有 348 篇通用机器学习 · unsupervised and semisupervised learning论文，上一届是 239 篇。

CVPR 2026 有多少篇通用机器学习 · unsupervised and semisupervised learning论文？

CVPR 2026 有 70 篇通用机器学习 · unsupervised and semisupervised learning论文，上一届是 66 篇。

哪个会议的通用机器学习 · unsupervised and semisupervised learning论文最多？

ICML，2023–2026 年共 859 篇。