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 2 of 2

51. CVPR 2026ShowTable Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
52. CVPR 2026StaMo Unsupervised Learning of Generalizable Robot Motion from Compact State
53. CVPR 2026Text-Phase Synergy Network with Dual Priors for Unsupervised Cross-Domain Image
54. CVPR 2026Thinking in Dynamics How Multimodal Large Language Models Perceive Track
55. CVPR 2026Topology-aware Feature Propagation for Unsupervised Non-rigid Point Cloud Correspondence
56. CVPR 2026Towards Open Environments and Instructions General Vision-Language Navigation via Fast-Slow
57. CVPR 2026Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with
58. CVPR 2026U2Flow Uncertainty-Aware Unsupervised Optical Flow Estimation
59. CVPR 2026UDAPose Unsupervised Domain Adaptation for Low-Light Human Pose Estimation
60. CVPR 2026UI-Lens Assessing General MLLMs Potential to Automate UI Display Quality
61. CVPR 2026UnicEdit-10M A Dataset and Benchmark Breaking the Scale-Quality Barrier via
62. CVPR 2026Unified Personalized Understanding Generating and Editing
63. CVPR 2026UniGame Turning a Unified Multimodal Model Into Its Own Adversary
64. CVPR 2026Unlocking Strong Supervision A Data-Centric Study of General-Purpose Audio Pre-Training
65. CVPR 2026Unsupervised 3d Motion Estimation Using Event Camera
66. CVPR 2026Unsupervised Monocular 3D Keypoint Discovery from Multi-View Diffusion Priors
67. CVPR 2026Unsupervised Multi-Scale Segmentation of 3D Subcellular World with Stable Diffusion
68. CVPR 2026Which Concepts to Forget and How to Refuse Decomposing Concepts
69. CVPR 2026Your Latent Mask is Wrong Pixel-Equivalent Latent Compositing for Diffusion

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.