General ML · evaluation papers, 2023–2026
General machine learning: evaluation
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 606 papers are tagged with this topic.
Key findings
- General ML · evaluation went from 53 papers in 2023 to 230 in 2026, roughly 4.3x in three years.
- NeurIPS publishes the most General ML · evaluation work: 270 papers from 2023 to 2026, 45% of the four-venue total.
- The fastest-growing overlap is with AI Agents: papers tagged with both rose from 0 in 2023 to 47 in 2026.
- Among the 6 topics under General Machine Learning, it ranks #4 by 2026 paper count; the fastest grower in the group, General ML · reinforcement learning, is up 2.0x versus 4.3x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 18 | 17 | 11 | 7 | 53 |
| 2024 | 71 | 16 | 22 | 6 | 115 |
| 2025 | 124 | 19 | 58 | 7 | 208 |
| 2026 | 57 | 19 | 148 | 6 | 230 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026AI Construct Lexis: An Ontology of the Hidden Assumptions in AI Evaluation
- ICML 2026A Computational Framework for Evaluating Human-likeness in LLMs' Open-ended Human Behaviors
- ICLR 2026Unlearning Evaluation through Subset Statistical Independence
- CVPR 2026Bridging the Perception Gap in Image Super-Resolution Evaluation
- NeurIPS 2025Adaptive Distraction: Probing LLM Contextual Robustness with Automated Tree Search
- ICML 2025AKRMap: Adaptive Kernel Regression for Trustworthy Visualization of Cross-Modal Embeddings
- ICLR 2025On Speeding Up Language Model Evaluation
- CVPR 2025ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models
- NeurIPS 2024Accuracy is Not All You Need
- ICML 2024A Fine-grained Analysis of Fitted Q-evaluation: Beyond Parametric Models
- ICLR 2024BatchPrompt: Accomplish more with less
- CVPR 2024Animating General Image with Large Visual Motion Model
- NeurIPS 2023AQuA: A Benchmarking Tool for Label Quality Assessment
- ICML 2023Regions of Reliability in the Evaluation of Multivariate Probabilistic Forecasts
- ICLR 2023Beyond calibration: estimating the grouping loss of modern neural networks
- CVPR 2023GeneCIS: A Benchmark for General Conditional Image Similarity
- NeurIPS 2026AMUSE: Anytime Muon with Stable Gradient Evaluation
- ICML 2026A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems
- ICLR 2026Choices Speak Louder than Questions
- CVPR 2026Towards Reliable Evaluation of Adversarial Robustness for Spiking Neural Networks
All General ML · evaluation papers
22 papers, page 1 of 1
- ICML 2024A Fine-grained Analysis of Fitted Q-evaluation: Beyond Parametric Models
- ICML 2024A3S: A General Active Clustering Method with Pairwise Constraints
- ICML 2024An Interpretable Evaluation of Entropy-based Novelty of Generative Models
- ICML 2024Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation
- ICML 2024Beyond ELBOs: A Large-Scale Evaluation of Variational Methods for Sampling
- ICML 2024Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains
- ICML 2024CKGConv: General Graph Convolution with Continuous Kernels
- ICML 2024Concentration Inequalities for General Functions of Heavy-Tailed Random Variables
- ICML 2024CurBench: Curriculum Learning Benchmark
- ICML 2024Dynamic Evaluation of Large Language Models by Meta Probing Agents
- ICML 2024Efficient Policy Evaluation with Offline Data Informed Behavior Policy Design
- ICML 2024Evaluation of Trajectory Distribution Predictions with Energy Score
- ICML 2024Kernel-Based Evaluation of Conditional Biological Sequence Models
- ICML 2024Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness
- ICML 2024On the Hardness of Probabilistic Neurosymbolic Learning
- ICML 2024Policy Evaluation for Variance in Average Reward Reinforcement Learning
- ICML 2024Precise Accuracy / Robustness Tradeoffs in Regression: Case of General Norms
- ICML 2024Provable Risk-Sensitive Distributional Reinforcement Learning with General Function Approximation
- ICML 2024SaVeR: Optimal Data Collection Strategy for Safe Policy Evaluation in Tabular MDP
- ICML 2024Stability Evaluation through Distributional Perturbation Analysis
- ICML 2024Towards General Neural Surrogate Solvers with Specialized Neural Accelerators
- ICML 2024Transolver: A Fast Transformer Solver for PDEs on General Geometries
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FAQ
- How many General ML · evaluation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 606 in total: 53 in 2023, 115 in 2024, 208 in 2025, 230 in 2026.
- How many General ML · evaluation papers are at NeurIPS 2026?
- NeurIPS 2026 has 57 General ML · evaluation papers, versus 124 the year before.
- How many General ML · evaluation papers are at ICLR 2026?
- ICLR 2026 has 19 General ML · evaluation papers, versus 19 the year before.
- How many General ML · evaluation papers are at ICML 2026?
- ICML 2026 has 148 General ML · evaluation papers, versus 58 the year before.
- How many General ML · evaluation papers are at CVPR 2026?
- CVPR 2026 has 6 General ML · evaluation papers, versus 7 the year before.
- Which conference publishes the most General ML · evaluation papers?
- NeurIPS, with 270 papers from 2023 to 2026.