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

1,935 papers, page 5 of 39

201. NeurIPS 2026Faithfulness Metrics Don't Measure Faithfulness: A Meta-Evaluation with Ground Truth
202. NeurIPS 2026FaithSieve: Fine-Grained Evaluation of Math Proofs with Faithful Formal Evidence
203. NeurIPS 2026FakeParts: a New Family of AI-Generated Video Forgeries
204. NeurIPS 2026Fast and Accurate Probing of In-Training LLMs' Downstream Performances
205. NeurIPS 2026Fast and slow gradient descent dynamics of logistic regression through weak alignment
206. NeurIPS 2026Fast and Stable Triangular Inversion for Delta-Rule Linear Transformers
207. NeurIPS 2026FAST-Brain: A Flow-Aligned Spatio-Temporal Surrogate Brain Model
208. NeurIPS 2026Federate the Router: Learning Language Model Routers with Sparse and Decentralized Evaluations
209. NeurIPS 2026FiTS: Interpretable Spiking Neurons via Frequency Selectivity and Temporal Shaping
210. NeurIPS 2026Fixed-Size Active Statistical Inference
211. NeurIPS 2026Flash-KMeans: Fast and Memory-Efficient Exact K-Means
212. NeurIPS 2026Flexible Intensities Matter: A comprehensive re-evaluation of Classical and Neural Temporal Point Processes
213. NeurIPS 2026Flow-Direct: Feedback-Efficient and Reusable Guidance for Flow Models via Non-Parametric Guidance Field
214. NeurIPS 2026Flow-Guided Target-Space Alignment via Path Consistency
215. NeurIPS 2026FlyingDrones: A Dataset and Benchmark for Optical Flow Estimation from UAV motion
216. NeurIPS 2026ForceBody: Force-Paired Parametric Body Motion with Torque Uncertainty
217. NeurIPS 2026Fourier Contour Learning for Efficient and Traceable Cardiac MRI Quantification
218. NeurIPS 2026FrameSelect: A Unified Library for Video Frame Selection and Evaluation
219. NeurIPS 2026Frontier Task Synthesis Via Solution-Centric Evolution
220. NeurIPS 2026fxBench: Evaluating and Understanding Formula Suggestions in Spreadsheets
221. NeurIPS 2026Gated DeltaNet-2: Decoupling Erase and Write in Linear Attention
222. NeurIPS 2026GEMS-3D: A Large-Scale 3D Gravity, Electrical, Magnetic, and Seismic Earth Simulation Dataset for Multimodal Geophysical Learning
223. NeurIPS 2026GenEnv: Difficulty-Aligned Co-Evolution Between LLM Agents and Environment Simulators
224. NeurIPS 2026Generalised Linear Models in Deep Bayesian RL with Learnable Basis Functions
225. NeurIPS 2026GeoDial: A Multimodal Dialog Tutoring Dataset for Geometry Problem-Solving with Visual Tutor Turns
226. NeurIPS 2026Geometric Analysis of Neural Regression Collapse via Intrinsic Dimension
227. NeurIPS 2026Georeferenced Cross-View 3D Reconstruction from Ground and Satellite Images
228. NeurIPS 2026gfnx: Fast and Scalable Library for Generative Flow Networks in JAX
229. NeurIPS 2026GMOS: Grounding Moving Object Segmentation in 3D Space and Time
230. NeurIPS 2026GPT-Image-Edit-1M: An Auditable Million-Scale Dataset for Instruction-Guided Image Editing
231. NeurIPS 2026GUI-Libra: Data-Efficient Post-Training for Reliable Reasoning-and-Acting in Native GUI Agents
232. NeurIPS 2026Gumbo: Gumbel Optimized High-Temperature Speculative Sampling
233. NeurIPS 2026Hack-Verifiable Environments: Towards Evaluating Reward Hacking at Scale
234. NeurIPS 2026haphazard: A unified library and benchmark for online learning under varying feature availability
235. NeurIPS 2026Harbor Adapters and Harbor-Mix: Infrastructure and a Curated Meta-Dataset for Large-Scale Agentic Evaluation
236. NeurIPS 2026Harnessing Accurate and Automatic Trend Detection in Data Streams via Tbps-Level Inference
237. NeurIPS 2026Harnessing Data Asymmetry in Manifold Learning
238. NeurIPS 2026Heavy-Tailed Flow Matching via Random Clocks
239. NeurIPS 2026HERO: Improving the Reliability and Sensitivity of Generative Model Evaluation Using Historical Data
240. NeurIPS 2026Hidden Measurement Error in LLM Pipelines Distorts Annotation, Evaluation, and Benchmarking
241. NeurIPS 2026Hidden Positives: Why Code Retrieval Benchmarks Underestimate Model Quality
242. NeurIPS 2026Hierarchical Agglomerative Clustering via Relaxed Representatives
243. NeurIPS 2026Hierarchical Graph Representation Learning with Pooling-Induced Substructures
244. NeurIPS 2026High Performance Differentially Private Fine-Tuning using Dataset Distillation
245. NeurIPS 2026High-Dimensional Conditional Independence Testing via Random Projection Aggregation
246. NeurIPS 2026HiGraph: A Large-Scale Hierarchical Graph Dataset for Malware Analysis
247. NeurIPS 2026Hint Tuning: Less Data Makes Better Reasoners
248. NeurIPS 2026HOPSE: Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations
249. NeurIPS 2026How Deep Are Deep GPs, Really? A Sharp Threshold and a Non-Gaussian Limit for Compositional GPs
250. NeurIPS 2026How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models

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.