General ML · unsupervised and semisupervised learning papers, 2023–2026

Key findings

• General ML · unsupervised and semisupervised learning went from 649 papers in 2023 to 799 in 2026, roughly 1.2x in three years.
• ICML publishes the most General ML · unsupervised and semisupervised learning work: 859 papers from 2023 to 2026, 32% of the four-venue total.
• The fastest-growing overlap is with Deep learning · self supervised learning: papers tagged with both rose from 23 in 2023 to 86 in 2026.
• Among the 6 topics under General Machine Learning, it ranks #1 by 2026 paper count; the fastest grower in the group, General ML · evaluation, is up 4.3x versus 1.2x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All General ML · unsupervised and semisupervised learning papers

69 papers, page 1 of 2

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

FAQ

How many General ML · unsupervised and semisupervised learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

2,683 in total: 649 in 2023, 553 in 2024, 682 in 2025, 799 in 2026.

How many General ML · unsupervised and semisupervised learning papers are at NeurIPS 2026?

NeurIPS 2026 has 194 General ML · unsupervised and semisupervised learning papers, versus 203 the year before.

How many General ML · unsupervised and semisupervised learning papers are at ICLR 2026?

ICLR 2026 has 187 General ML · unsupervised and semisupervised learning papers, versus 174 the year before.

How many General ML · unsupervised and semisupervised learning papers are at ICML 2026?

ICML 2026 has 348 General ML · unsupervised and semisupervised learning papers, versus 239 the year before.

How many General ML · unsupervised and semisupervised learning papers are at CVPR 2026?

CVPR 2026 has 70 General ML · unsupervised and semisupervised learning papers, versus 66 the year before.

Which conference publishes the most General ML · unsupervised and semisupervised learning papers?

ICML, with 859 papers from 2023 to 2026.