Datasets and Benchmarks papers, 2023–2026

Key findings

• Datasets and Benchmarks went from 937 papers in 2023 to 1,991 in 2026, roughly 2.1x in three years.
• NeurIPS publishes the most Datasets and Benchmarks work: 1,935 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with AI Agents: papers tagged with both rose from 8 in 2023 to 194 in 2026.
• Among the 5 topics under Efficiency and Systems, it ranks #1 by 2026 paper count; the fastest grower in the group, Hardware-Aware ML, is up 4.4x versus 2.1x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026A Surrogate Perspective on Convergence of Fixed-Target DQN
• ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
• ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
• CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
• NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
• ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
• ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
• CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
• NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
• ICML 2024A connection between Tempering and Entropic Mirror Descent
• ICLR 2024A Benchmark Study on Calibration
• CVPR 2024Data Valuation and Detections in Federated Learning
• NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
• ICML 2023A Picture of the Space of Typical Learnable Tasks
• ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
• CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
• NeurIPS 2026A Theoretical Bridge Between Long-Tailed Recognition and Continual Learning
• ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
• ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and

All Datasets and Benchmarks papers

1,346 papers, page 25 of 27

1201. NeurIPS 2024Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data
1202. NeurIPS 2024ProgressGym: Alignment with a Millennium of Moral Progress
1203. NeurIPS 2024Progressive Entropic Optimal Transport Solvers
1204. NeurIPS 2024PROSPECT PTMs: Rich Labeled Tandem Mass Spectrometry Dataset of Modified Peptides for Machine Learning in Proteomics
1205. NeurIPS 2024Provable and Efficient Dataset Distillation for Kernel Ridge Regression
1206. NeurIPS 2024Provable Posterior Sampling with Denoising Oracles via Tilted Transport
1207. NeurIPS 2024Provable Tempered Overfitting of Minimal Nets and Typical Nets
1208. NeurIPS 2024QKFormer: Hierarchical Spiking Transformer using Q-K Attention
1209. NeurIPS 2024Quantifying and Optimizing Global Faithfulness in Persona-driven Role-playing
1210. NeurIPS 2024Quantifying the Bitter Lesson: How Safety Benchmarks Measure Capabilities Instead of Safety
1211. NeurIPS 2024QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization
1212. NeurIPS 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving
1213. NeurIPS 2024RealMAN: A Real-Recorded and Annotated Microphone Array Dataset for Dynamic Speech Enhancement and Localization
1214. NeurIPS 2024Reasons and Solutions for the Decline in Model Performance after Editing
1215. NeurIPS 2024Recovering Complete Actions for Cross-dataset Skeleton Action Recognition
1216. NeurIPS 2024RedPajama: an Open Dataset for Training Large Language Models
1217. NeurIPS 2024RegExplainer: Generating Explanations for Graph Neural Networks in Regression Tasks
1218. NeurIPS 2024ReMI: A Dataset for Reasoning with Multiple Images
1219. NeurIPS 2024Renovating Names in Open-Vocabulary Segmentation Benchmarks
1220. NeurIPS 2024Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach
1221. NeurIPS 2024Replicability in Learning: Geometric Partitions and KKM-Sperner Lemma
1222. NeurIPS 2024RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content
1223. NeurIPS 2024Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models
1224. NeurIPS 2024Rethinking Model-based, Policy-based, and Value-based Reinforcement Learning via the Lens of Representation Complexity
1225. NeurIPS 2024Rethinking No-reference Image Exposure Assessment from Holism to Pixel: Models, Datasets and Benchmarks
1226. NeurIPS 2024Rethinking Optimal Transport in Offline Reinforcement Learning
1227. NeurIPS 2024Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox
1228. NeurIPS 2024Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage
1229. NeurIPS 2024Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport
1230. NeurIPS 2024SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models
1231. NeurIPS 2024Safetywashing: Do AI Safety Benchmarks Actually Measure Safety Progress?
1232. NeurIPS 2024Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks
1233. NeurIPS 2024SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning
1234. NeurIPS 2024Scalable DBSCAN with Random Projections
1235. NeurIPS 2024Scale Equivariant Graph Metanetworks
1236. NeurIPS 2024Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
1237. NeurIPS 2024SCRREAM : SCan, Register, REnder And Map: A Framework for Annotating Accurate and Dense 3D Indoor Scenes with a Benchmark
1238. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
1239. NeurIPS 2024SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey
1240. NeurIPS 2024Selective Explanations
1241. NeurIPS 2024Semantics and Spatiality of Emergent Communication
1242. NeurIPS 2024Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectors
1243. NeurIPS 2024Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation
1244. NeurIPS 2024Set-based Neural Network Encoding Without Weight Tying
1245. NeurIPS 2024SETLEXSEM CHALLENGE: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models
1246. NeurIPS 2024SG-Bench: Evaluating LLM Safety Generalization Across Diverse Tasks and Prompt Types
1247. NeurIPS 2024SHDocs: A dataset, benchmark, and method to efficiently generate high-quality, real-world specular highlight data with near-perfect alignment
1248. NeurIPS 2024SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning
1249. NeurIPS 2024Should We Really Edit Language Models? On the Evaluation of Edited Language Models
1250. NeurIPS 2024Sim2Real-Fire: A Multi-modal Simulation Dataset for Forecast and Backtracking of Real-world Forest Fire

FAQ

How many Datasets and Benchmarks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

5,856 in total: 937 in 2023, 1,346 in 2024, 1,582 in 2025, 1,991 in 2026.

How many Datasets and Benchmarks papers are at NeurIPS 2026?

NeurIPS 2026 has 623 Datasets and Benchmarks papers, versus 637 the year before.

How many Datasets and Benchmarks papers are at ICLR 2026?

ICLR 2026 has 635 Datasets and Benchmarks papers, versus 419 the year before.

How many Datasets and Benchmarks papers are at ICML 2026?

ICML 2026 has 275 Datasets and Benchmarks papers, versus 189 the year before.

How many Datasets and Benchmarks papers are at CVPR 2026?

CVPR 2026 has 458 Datasets and Benchmarks papers, versus 337 the year before.

Which conference publishes the most Datasets and Benchmarks papers?

NeurIPS, with 1,935 papers from 2023 to 2026.