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

937 papers, page 7 of 19

301. CVPR 2023Removing Objects From Neural Radiance Fields
302. CVPR 2023Representing Volumetric Videos As Dynamic MLP Maps
303. CVPR 2023Rethinking Domain Generalization for Face Anti-Spoofing: Separability and Alignment
304. CVPR 2023Rethinking Gradient Projection Continual Learning: Stability / Plasticity Feature Space Decoupling
305. CVPR 2023Revisiting Rotation Averaging: Uncertainties and Robust Losses
306. CVPR 2023Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization
307. CVPR 2023Robust Multiview Point Cloud Registration With Reliable Pose Graph Initialization and History Reweighting
308. CVPR 2023RobustNeRF: Ignoring Distractors With Robust Losses
309. CVPR 2023Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models
310. CVPR 2023Samples With Low Loss Curvature Improve Data Efficiency
311. CVPR 2023Scalable, Detailed and Mask-Free Universal Photometric Stereo
312. CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
313. CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations
314. CVPR 2023SCOOP: Self-Supervised Correspondence and Optimization-Based Scene Flow
315. CVPR 2023Semi-Supervised Hand Appearance Recovery via Structure Disentanglement and Dual Adversarial Discrimination
316. CVPR 2023ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal
317. CVPR 2023Shape, Pose, and Appearance From a Single Image via Bootstrapped Radiance Field Inversion
318. CVPR 2023ShapeClipper: Scalable 3D Shape Learning From Single-View Images via Geometric and CLIP-Based Consistency
319. CVPR 2023ShapeTalk: A Language Dataset and Framework for 3D Shape Edits and Deformations
320. CVPR 2023Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
321. CVPR 2023Simulated Annealing in Early Layers Leads to Better Generalization
322. CVPR 2023SLACK: Stable Learning of Augmentations With Cold-Start and KL Regularization
323. CVPR 2023Slimmable Dataset Condensation
324. CVPR 2023SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban Environments
325. CVPR 2023SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing
326. CVPR 2023Solving 3D Inverse Problems Using Pre-Trained 2D Diffusion Models
327. CVPR 2023SPARF: Neural Radiance Fields From Sparse and Noisy Poses
328. CVPR 2023SparsePose: Sparse-View Camera Pose Regression and Refinement
329. CVPR 2023Sphere-Guided Training of Neural Implicit Surfaces
330. CVPR 2023Spider GAN: Leveraging Friendly Neighbors To Accelerate GAN Training
331. CVPR 2023SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries
332. CVPR 2023Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo
333. CVPR 2023StepFormer: Self-Supervised Step Discovery and Localization in Instructional Videos
334. CVPR 2023Stitchable Neural Networks
335. CVPR 2023STMixer: A One-Stage Sparse Action Detector
336. CVPR 2023Superclass Learning With Representation Enhancement
337. CVPR 2023Switchable Representation Learning Framework With Self-Compatibility
338. CVPR 2023Teacher-Generated Spatial-Attention Labels Boost Robustness and Accuracy of Contrastive Models
339. CVPR 2023The ObjectFolder Benchmark: Multisensory Learning With Neural and Real Objects
340. CVPR 2023ToThePoint: Efficient Contrastive Learning of 3D Point Clouds via Recycling
341. CVPR 2023Toward RAW Object Detection: A New Benchmark and a New Model
342. CVPR 2023Toward Stable, Interpretable, and Lightweight Hyperspectral Super-Resolution
343. CVPR 2023Towards Artistic Image Aesthetics Assessment: A Large-Scale Dataset and a New Method
344. CVPR 2023Towards Modality-Agnostic Person Re-Identification With Descriptive Query
345. CVPR 2023Towards Professional Level Crowd Annotation of Expert Domain Data
346. CVPR 2023Towards Robust Tampered Text Detection in Document Image: New Dataset and New Solution
347. CVPR 2023Towards Stable Human Pose Estimation via Cross-View Fusion and Foot Stabilization
348. CVPR 2023Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
349. CVPR 2023Towards Unbiased Volume Rendering of Neural Implicit Surfaces With Geometry Priors
350. CVPR 2023TRACE: 5D Temporal Regression of Avatars With Dynamic Cameras in 3D Environments

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.