General ML · unsupervised and semisupervised learning papers, 2023–2026
General machine learning: unsupervised_and_semisupervised_learning
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 2,683 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 318 | 87 | 157 | 87 | 649 |
| 2024 | 118 | 236 | 115 | 84 | 553 |
| 2025 | 203 | 174 | 239 | 66 | 682 |
| 2026 | 194 | 187 | 348 | 70 | 799 |
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
2,682 papers, page 42 of 54
- CVPR 2023Density-Insensitive Unsupervised Domain Adaption on 3D Object Detection
- CVPR 2023DepGraph: Towards Any Structural Pruning
- CVPR 2023Disentangled Representation Learning for Unsupervised Neural Quantization
- CVPR 2023DPE: Disentanglement of Pose and Expression for General Video Portrait Editing
- CVPR 2023DualVector: Unsupervised Vector Font Synthesis With Dual-Part Representation
- CVPR 2023Equiangular Basis Vectors
- CVPR 2023Exemplar-FreeSOLO: Enhancing Unsupervised Instance Segmentation With Exemplars
- CVPR 2023G-MSM: Unsupervised Multi-Shape Matching With Graph-Based Affinity Priors
- CVPR 2023GeneCIS: A Benchmark for General Conditional Image Similarity
- CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
- CVPR 2023GP-VTON: Towards General Purpose Virtual Try-On via Collaborative Local-Flow Global-Parsing Learning
- CVPR 2023GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds
- CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
- CVPR 2023HumanBench: Towards General Human-Centric Perception With Projector Assisted Pretraining
- CVPR 2023HyperCUT: Video Sequence From a Single Blurry Image Using Unsupervised Ordering
- CVPR 2023Learning Emotion Representations From Verbal and Nonverbal Communication
- CVPR 2023Learning Weather-General and Weather-Specific Features for Image Restoration Under Multiple Adverse Weather Conditions
- CVPR 2023Leveraging Hidden Positives for Unsupervised Semantic Segmentation
- CVPR 2023Masked Scene Contrast: A Scalable Framework for Unsupervised 3D Representation Learning
- CVPR 2023Meta Omnium: A Benchmark for General-Purpose Learning-To-Learn
- CVPR 2023MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
- CVPR 2023MMANet: Margin-Aware Distillation and Modality-Aware Regularization for Incomplete Multimodal Learning
- CVPR 2023NeRF-RPN: A General Framework for Object Detection in NeRFs
- CVPR 2023Network-Free, Unsupervised Semantic Segmentation With Synthetic Images
- CVPR 2023Neural Rate Estimator and Unsupervised Learning for Efficient Distributed Image Analytics in Split-DNN Models
- CVPR 2023Neuralizer: General Neuroimage Analysis Without Re-Training
- CVPR 2023Non-Contrastive Unsupervised Learning of Physiological Signals From Video
- CVPR 2023OmniAL: A Unified CNN Framework for Unsupervised Anomaly Localization
- CVPR 2023On the Stability-Plasticity Dilemma of Class-Incremental Learning
- CVPR 2023OSAN: A One-Stage Alignment Network To Unify Multimodal Alignment and Unsupervised Domain Adaptation
- CVPR 2023Parallel Diffusion Models of Operator and Image for Blind Inverse Problems
- CVPR 2023Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
- CVPR 2023PointClustering: Unsupervised Point Cloud Pre-Training Using Transformation Invariance in Clustering
- CVPR 2023Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization
- CVPR 2023Prototypical Residual Networks for Anomaly Detection and Localization
- CVPR 2023Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild
- CVPR 2023Robust Unsupervised StyleGAN Image Restoration
- CVPR 2023SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation
- CVPR 2023SE-ORNet: Self-Ensembling Orientation-Aware Network for Unsupervised Point Cloud Shape Correspondence
- CVPR 2023Shakes on a Plane: Unsupervised Depth Estimation From Unstabilized Photography
- CVPR 2023Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
- CVPR 2023SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection
- CVPR 2023Symmetric Shape-Preserving Autoencoder for Unsupervised Real Scene Point Cloud Completion
- CVPR 2023Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning
- CVPR 2023Text-Guided Unsupervised Latent Transformation for Multi-Attribute Image Manipulation
- CVPR 2023Texture-Guided Saliency Distilling for Unsupervised Salient Object Detection
- CVPR 2023Towards Modality-Agnostic Person Re-Identification With Descriptive Query
- CVPR 2023Towards Stable Human Pose Estimation via Cross-View Fusion and Foot Stabilization
- CVPR 2023Towards Unsupervised Object Detection From LiDAR Point Clouds
- CVPR 2023Uncertainty-Aware Unsupervised Image Deblurring With Deep Residual Prior
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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.