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

5,852 papers, page 4 of 118

151. CVPR 2026G-MIXER Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking
152. CVPR 2026Garments2Look A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with
153. CVPR 2026Gastric-X A Multimodal Multi-Phase Benchmark Dataset for Advancing Vision-Language Models
154. CVPR 2026Gaze Target Estimation Anywhere with Concepts
155. CVPR 2026GazeShift Unsupervised Gaze Estimation and Dataset for VR
156. CVPR 2026GEM Generating LiDAR World Model via Deformable Mamba
157. CVPR 2026Generalizable Co-Salient Object Detection via Mixed Content-Style Modulation
158. CVPR 2026Generalized and Personalized Federated Learning with Black-Box Foundation Models via
159. CVPR 2026Generalized-CVO Fast and Correspondence-Free Local Point Cloud Registration with Second
160. CVPR 2026GeoAgent Learning to Geolocate Everywhere with Reinforced Geographic Characteristics
161. CVPR 2026Geometric-Photometric Event-based 3D Gaussian Ray Tracing
162. CVPR 2026Geometry-driven OOD Detectors Are Class-Incremental Learners
163. CVPR 2026GeoMMBench and GeoMMAgent Toward Expert-Level Multimodal Intelligence in Geoscience and
164. CVPR 2026GGPT Geometry-Grounded Point Transformer
165. CVPR 2026Ghost-FWL A Large-Scale Full-Waveform LiDAR Dataset for Ghost Detection and
166. CVPR 2026Global Structure-from-Motion Meets Feedforward Reconstruction
167. CVPR 2026Global-Graph Guided and Local-Graph Weighted Contrastive Learning for Unified Clustering
168. CVPR 2026Group Editing Edit Multiple Images in One Go
169. CVPR 2026GUI-CEval A Hierarchical and Comprehensive Chinese Benchmark for Mobile GUI
170. CVPR 2026GUIDE A Benchmark for Understanding and Assisting Users in Open-Ended
171. CVPR 2026Guiding Diffusion Models with Fine-Grained Conditions and Semantics-Preserving Sampling for
172. CVPR 2026H2A2 Homogeneity-Aware and Heterogeneity-Aware Feature Perception for Unified Indoor 3D
173. CVPR 2026HalluGen Synthesizing Realistic and Controllable Hallucinations for Evaluating Image Restoration
174. CVPR 2026HandVQA Diagnosing and Improving Fine-Grained Spatial Reasoning about Hands in
175. CVPR 2026HandX Scaling Bimanual Motion and Interaction Generation
176. CVPR 2026HCL-FF Hierarchical and Contrastive Learning for Forward-Forward Algorithm
177. CVPR 2026HDW-SR High-Frequency Guided Diffusion Model based on Wavelet Decomposition for
178. CVPR 2026HFedATM Hierarchical Federated Domain Generalization via Optimal Transport and Regularized
179. CVPR 2026Hi-Lo Prune Look at What Youll Lose before Pruning with
180. CVPR 2026Hier-COS Making Deep Features Hierarchy-aware via Composition of Orthogonal Subspaces
181. CVPR 2026HierAmp Coarse-to-Fine Autoregressive Amplification for Generative Dataset Distillation
182. CVPR 2026High-Quality and Efficient Turbulence Mitigation with Events
183. CVPR 2026History to Future Evolving Agent with Experience and Thought for
184. CVPR 2026Hoi - A Multimodal Dataset for Force-Grounded Cross-View Articulated Manipulation
185. CVPR 2026HorizonForge Driving Scene Editing with Any Trajectories and Any Vehicles
186. CVPR 2026How to Take a Memorable Picture Empowering Users with Actionable
187. CVPR 2026HUMAPS-4D A Multimodal Dataset for HUman Motion Analysis with Physiological
188. CVPR 2026ICTPolarReal A Polarized Reflection and Material Dataset of Real World
189. CVPR 2026IF-Bench Benchmarking and Enhancing MLLMs for Infrared Images with Generative
190. CVPR 2026iLRM An Iterative Large 3D Reconstruction Model
191. CVPR 2026Imbalanced View Contribution Evaluation and Refinement for Deep Incomplete Multi-View
192. CVPR 2026ImmerIris A Large-Scale Dataset and Benchmark for Off-Axis and Unconstrained
193. CVPR 2026IMS3 Breaking Distributional Aggregation in Diffusion-Based Dataset Distillation
194. CVPR 2026InfiniDepth Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields
195. CVPR 2026Inter-Photon-Limited Videography
196. CVPR 2026Is Bin Generation Indispensable A Bin-Generation-Free Dataset Quantization via Semantic
197. CVPR 2026Joint Spectral Image Reconstruction and Semantic Segmentation with Cooperative Unfolding
198. CVPR 2026KaLOS finds Consensus A Meta-Algorithm for Evaluating Inter-Annotator Agreement in
199. CVPR 2026KASALv2 Fully Automatic 3D Rotational Symmetry Classification and Axis Localization
200. CVPR 2026L3DR 3D-aware LiDAR Diffusion and Rectification

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.