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

306 papers, page 2 of 7

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
70. CVPR 2025A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
71. CVPR 2025A Unified Latent Schrodinger Bridge Diffusion Model for Unsupervised Anomaly Detection and Localization
72. CVPR 2025AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization
73. CVPR 2025Adapting to Observation Length of Trajectory Prediction via Contrastive Learning
74. CVPR 2025AnyMap: Learning a General Camera Model for Structure-from-Motion with Unknown Distortion in Dynamic Scenes
75. CVPR 2025AutoURDF: Unsupervised Robot Modeling from Point Cloud Frames Using Cluster Registration
76. CVPR 2025Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning
77. CVPR 2025Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining
78. CVPR 2025Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification
79. CVPR 2025Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers
80. CVPR 2025CleanDIFT: Diffusion Features without Noise
81. CVPR 2025CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI
82. CVPR 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonization
83. CVPR 2025Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection
84. CVPR 2025CustAny: Customizing Anything from A Single Example
85. CVPR 2025Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks
86. CVPR 2025Deformable Radial Kernel Splatting
87. CVPR 2025DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation
88. CVPR 2025DepthSplat: Connecting Gaussian Splatting and Depth
89. CVPR 2025Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection
90. CVPR 2025Discrete to Continuous: Generating Smooth Transition Poses from Sign Language Observations
91. CVPR 2025Dual-Granularity Semantic Guided Sparse Routing Diffusion Model for General Pansharpening
92. CVPR 2025Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing
93. CVPR 2025FlexUOD: The Answer to Real-world Unsupervised Image Outlier Detection
94. CVPR 2025Floxels: Fast Unsupervised Voxel Based Scene Flow Estimation
95. CVPR 2025From Prototypes to General Distributions: An Efficient Curriculum for Masked Image Modeling
96. CVPR 2025Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities
97. CVPR 2025HeMoRa: Unsupervised Heuristic Consensus Sampling for Robust Point Cloud Registration
98. CVPR 2025Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning
99. CVPR 2025HSI-GPT: A General-Purpose Large Scene-Motion-Language Model for Human Scene Interaction
100. CVPR 2025Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification

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.