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

454 papers, page 5 of 10

201. CVPR 2026LangField4D Learning Identity-Adaptive and Spatio-Temporal Continuous 4D Language Fields for
202. CVPR 2026LazyVAR Accelerating Visual Autoregressive Models via Scale-wise Token Pruning and
203. CVPR 2026Learnability-Guided Diffusion for Dataset Distillation
204. CVPR 2026Learning 3D Reconstruction with Priors in Test Time
205. CVPR 2026Learning Convex Decomposition via Feature Fields
206. CVPR 2026Learning Eigenstructures of Unstructured Data Manifolds
207. CVPR 2026Learning from Oblivion Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting
208. CVPR 2026Learning Latent Transmission and Glare Maps for Lens Veiling Glare
209. CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences
210. CVPR 2026Learning to Diversify and Focus A Reinforcement Framework for Open-Vocabulary
211. CVPR 2026Learning to Focus and Precise CroppingA Reinforcement Learning Framework with
212. CVPR 2026Learning to Solve PDEs on Neural Shape Representations
213. CVPR 2026Learning to Track Instance from Single Nature Language Description
214. CVPR 2026Learning What Matters Prioritized Concept Learning via Relative Error-driven Sample
215. CVPR 2026Learning Where to Look and How to Judge Resolution-agnostic Image
216. CVPR 2026LEMON A Large Endoscopic MONocular Dataset and Foundation Model for
217. CVPR 2026Leveraging Multispectral Sensors for Color Correction in Mobile Cameras
218. CVPR 2026Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
219. CVPR 2026LIFT and PLACE A Simple Stable and Effective Knowledge Distillation
220. CVPR 2026Linking Perception Confidence and Accuracy in MLLMs
221. CVPR 2026LiREC-Net A Target-Free and Learning-Based Network for LiDAR RGB and
222. CVPR 2026LitePT Lighter Yet Stronger Point Transformer
223. CVPR 2026LNEM Lunar Neural Elevation Model
224. CVPR 2026Long-Tail Internet Photo Reconstruction
225. CVPR 2026LumiMotion Improving Gaussian Relighting with Scene Dynamics
226. CVPR 2026Lumosaic Hyperspectral Video via Active Illumination and Coded-Exposure Pixels
227. CVPR 2026LuxRemix Lighting Decomposition and Remixing for Indoor Scenes
228. CVPR 2026M3DLayout A Multi-Source Dataset of 3D Indoor Layouts and Structured
229. CVPR 2026M3Grounder Mask-Based Multi-Span and Multi-Granular Grounding for Document QA
230. CVPR 2026ManifoldGD Training-Free Hierarchical Manifold Guidance for Diffusion-Based Dataset Distillation
231. CVPR 2026MARSS Radar Semantic Segmentation via Modular Attention and State Space
232. CVPR 2026MatAnyone 2 Scaling Video Matting via a Learned Quality Evaluator
233. CVPR 2026Matching Every Pair to Track Every Point PairFormer for All-Pairs
234. CVPR 2026Material Magic Wand Material-Aware Grouping of 3D Parts in Untextured
235. CVPR 2026MERG3R A Divide-and-Conquer Approach to Large-Scale Neural Visual Geometry
236. CVPR 2026MERLIN Building Low-SNR Robust Multimodal LLMs for Electromagnetic Signals
237. CVPR 2026MeteorPred A Meteorological Multimodal Large Model and Dataset for Severe
238. CVPR 2026MetroGS Efficient and Stable Reconstruction of Geometrically Accurate High-Fidelity Large-Scale
239. CVPR 2026MICo-150K A Comprehensive Dataset Advancing Multi-Image Composition
240. CVPR 2026Mind the Gap Transferring Labels to Align Object Detection Datasets
241. CVPR 2026Mind the Hitch Dynamic Calibration and Articulated Perception for Autonomous
242. CVPR 2026Mind the Way You Select Negative Texts Pursuing the Distance
243. CVPR 2026MiniCPM-V 4.5 Cooking Efficient MLLMs via Architecture Data and Training
244. CVPR 2026Mitigating Error Amplification in Fast Adversarial Training
245. CVPR 2026Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection
246. CVPR 2026Mitigating The Distribution Shift of Diffusion-based Dataset Distillation
247. CVPR 2026MMVIP A Visible-infrared Paired Dataset for Multi-weather Marine Vision
248. CVPR 2026Models as Lego Builders Assembling Malice from Benign Blocks via
249. CVPR 2026MOGeo Beyond One-to-One Cross-View Object Geo-localization
250. CVPR 2026Molmo2 Open Weights and Data for Vision-Language Models with Video

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.