General ML · supervised learning papers, 2023–2026
General machine learning: supervised_learning
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,425 papers are tagged with this topic.
Key findings
- General ML · supervised learning went from 263 papers in 2023 to 279 in 2026, roughly 1.1x in three years.
- NeurIPS publishes the most General ML · supervised learning work: 731 papers from 2023 to 2026, 51% of the four-venue total.
- The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 2 in 2023 to 9 in 2026.
- Among the 6 topics under General Machine Learning, it ranks #3 by 2026 paper count; the fastest grower in the group, General ML · evaluation, is up 4.3x versus 1.1x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 98 | 45 | 44 | 76 | 263 |
| 2024 | 375 | 41 | 44 | 51 | 511 |
| 2025 | 171 | 40 | 114 | 47 | 372 |
| 2026 | 87 | 48 | 111 | 33 | 279 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026AOT-POT: Adaptive Operator Transformation for Large-Scale PDE Pre-training
- ICML 2026$\mathbb{R}^{2k}$ is Theoretically Large Enough for Embedding-based Top-$k$ Retrieval
- ICLR 2026Adaptive Concept Discovery for Interpretable Few-Shot Text Classification
- CVPR 2026Enabling Supervised Learning of Generative Signatures for Generalized AI-Generated Images
- NeurIPS 2025$\boldsymbol{\lambda}$-Orthogonality Regularization for Compatible Representation Learning
- ICML 2025Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large $p$
- ICLR 2025Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations
- CVPR 2025A Unified Framework for Heterogeneous Semi-supervised Learning
- NeurIPS 2024(FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning
- ICML 2024A New Branch-and-Bound Pruning Framework for $\ell_0$-Regularized Problems
- ICLR 2024A Study of Bayesian Neural Network Surrogates for Bayesian Optimization
- CVPR 2024Efficient Hyperparameter Optimization with Adaptive Fidelity Identification
- NeurIPS 2023A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning
- ICML 2023A Model-free Closeness-of-influence Test for Features in Supervised Learning
- ICLR 2023Deep Ranking Ensembles for Hyperparameter Optimization
- CVPR 2023Boosting Semi-Supervised Learning by Exploiting All Unlabeled Data
- NeurIPS 2026Approximation of Maximally Monotone Operators : A Graph Convergence Perspective
- ICML 2026Active Budget Allocation for Efficient Scaling Law Estimation via Surrogate-Guided Pruning
- ICLR 2026Buckingham $\pi$-Invariant Test‑Time Projection for Robust PDE Surrogate Modeling
- CVPR 2026HyperNAS Enhancing Architecture Representation for NAS Predictor via Hypernetwork
All General ML · supervised learning papers
1,424 papers, page 29 of 29
- NeurIPS 2023RevColV2: Exploring Disentangled Representations in Masked Image Modeling
- NeurIPS 2023RGMIL: Guide Your Multiple-Instance Learning Model with Regressor
- NeurIPS 2023Robust and Actively Secure Serverless Collaborative Learning
- NeurIPS 2023Safety Verification of Decision-Tree Policies in Continuous Time
- NeurIPS 2023SALSA VERDE: a machine learning attack on LWE with sparse small secrets
- NeurIPS 2023Sample based Explanations via Generalized Representers
- NeurIPS 2023Self-Supervised Learning of Representations for Space Generates Multi-Modular Grid Cells
- NeurIPS 2023Self-Supervised Learning with Lie Symmetries for Partial Differential Equations
- NeurIPS 2023Self-Supervised Motion Magnification by Backpropagating Through Optical Flow
- NeurIPS 2023Self-supervised Object-Centric Learning for Videos
- NeurIPS 2023Self-Supervised Reinforcement Learning that Transfers using Random Features
- NeurIPS 2023Self-Supervised Visual Acoustic Matching
- NeurIPS 2023Self-Weighted Contrastive Learning among Multiple Views for Mitigating Representation Degeneration
- NeurIPS 2023Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition
- NeurIPS 2023Switching Temporary Teachers for Semi-Supervised Semantic Segmentation
- NeurIPS 2023Tanimoto Random Features for Scalable Molecular Machine Learning
- NeurIPS 2023The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance
- NeurIPS 2023Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation
- NeurIPS 2023Transfer Learning with Affine Model Transformation
- NeurIPS 2023Turbulence in Focus: Benchmarking Scaling Behavior of 3D Volumetric Super-Resolution with BLASTNet 2.0 Data
- NeurIPS 2023UltraRE: Enhancing RecEraser for Recommendation Unlearning via Error Decomposition
- NeurIPS 2023Uncovering the Hidden Dynamics of Video Self-supervised Learning under Distribution Shifts
- NeurIPS 2023Unified Embedding: Battle-Tested Feature Representations for Web-Scale ML Systems
- NeurIPS 2023Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets
Ask about this trend from Claude or Cursor
Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.
Copy this prompt into your assistant
Use paperlist to show how General ML · supervised learning papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.
Tool the assistant calls: get_topic_stats {"topic": "gml-supervised-learning"}
Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)
FAQ
- How many General ML · supervised learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 1,425 in total: 263 in 2023, 511 in 2024, 372 in 2025, 279 in 2026.
- How many General ML · supervised learning papers are at NeurIPS 2026?
- NeurIPS 2026 has 87 General ML · supervised learning papers, versus 171 the year before.
- How many General ML · supervised learning papers are at ICLR 2026?
- ICLR 2026 has 48 General ML · supervised learning papers, versus 40 the year before.
- How many General ML · supervised learning papers are at ICML 2026?
- ICML 2026 has 111 General ML · supervised learning papers, versus 114 the year before.
- How many General ML · supervised learning papers are at CVPR 2026?
- CVPR 2026 has 33 General ML · supervised learning papers, versus 47 the year before.
- Which conference publishes the most General ML · supervised learning papers?
- NeurIPS, with 731 papers from 2023 to 2026.