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

337 papers, page 6 of 7

251. CVPR 2025SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks
252. CVPR 2025Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding
253. CVPR 2025Segment Anything, Even Occluded
254. CVPR 2025Segmenting Maxillofacial Structures in CBCT Volumes
255. CVPR 2025Self-Supervised Spatial Correspondence Across Modalities
256. CVPR 2025SelfSplat: Pose-Free and 3D Prior-Free Generalizable 3D Gaussian Splatting
257. CVPR 2025Semantic and Expressive Variations in Image Captions Across Languages
258. CVPR 2025SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting
259. CVPR 2025Separation of Powers: On Segregating Knowledge from Observation in LLM-enabled Knowledge-based Visual Question Answering
260. CVPR 2025Seurat: From Moving Points to Depth
261. CVPR 2025Shape and Texture: What Influences Reliable Optical Flow Estimation?
262. CVPR 2025Show and Segment: Universal Medical Image Segmentation via In-Context Learning
263. CVPR 2025ShowMak3r: Compositional TV Show Reconstruction
264. CVPR 2025SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection
265. CVPR 2025Sketchtopia: A Dataset and Foundational Agents for Benchmarking Asynchronous Multimodal Communication with Iconic Feedback
266. CVPR 2025SkillMimic: Learning Basketball Interaction Skills from Demonstrations
267. CVPR 2025SmartEraser: Remove Anything from Images using Masked-Region Guidance
268. CVPR 2025SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning
269. CVPR 2025SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models
270. CVPR 2025SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D Reconstruction
271. CVPR 2025Sparse Point Cloud Patches Rendering via Splitting 2D Gaussians
272. CVPR 2025Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives
273. CVPR 2025Spiking Transformer with Spatial-Temporal Attention
274. CVPR 2025Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving
275. CVPR 2025Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning
276. CVPR 2025StarVector: Generating Scalable Vector Graphics Code from Images and Text
277. CVPR 2025Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail
278. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
279. CVPR 2025STPro: Spatial and Temporal Progressive Learning for Weakly Supervised Spatio-Temporal Grounding
280. CVPR 2025SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes
281. CVPR 2025Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
282. CVPR 2025T-FAKE: Synthesizing Thermal Images for Facial Landmarking
283. CVPR 2025TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions
284. CVPR 2025Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting
285. CVPR 2025Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution
286. CVPR 2025The Art of Deception: Color Visual Illusions and Diffusion Models
287. CVPR 2025The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
288. CVPR 2025The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers
289. CVPR 2025Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
290. CVPR 2025Three-view Focal Length Recovery From Homographies
291. CVPR 2025Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption
292. CVPR 2025Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients
293. CVPR 2025Towards Explainable and Unprecedented Accuracy in Matching Challenging Finger Crease Patterns
294. CVPR 2025Towards Generalizable Scene Change Detection
295. CVPR 2025Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting
296. CVPR 2025Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture
297. CVPR 2025Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method
298. CVPR 2025Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
299. CVPR 2025Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
300. CVPR 2025Towards Source-Free Machine Unlearning

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.