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

1,346 papers, page 1 of 27

1. CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
2. CVPR 2024360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries
3. CVPR 20243D Feature Tracking via Event Camera
4. CVPR 20243DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labelling
5. CVPR 20244D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations
6. CVPR 2024A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
7. CVPR 2024A Noisy Elephant in the Room: Is Your Out-of-Distribution Detector Robust to Label Noise?
8. CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
9. CVPR 2024A Simple Baseline for Efficient Hand Mesh Reconstruction
10. CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
11. CVPR 2024A&B BNN: Add&Bit-Operation-Only Hardware-Friendly Binary Neural Network
12. CVPR 2024Absolute Pose from One or Two Scaled and Oriented Features
13. CVPR 2024Activity-Biometrics: Person Identification from Daily Activities
14. CVPR 2024Advancing Saliency Ranking with Human Fixations: Dataset Models and Benchmarks
15. CVPR 2024Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
16. CVPR 2024Affine Equivariant Networks Based on Differential Invariants
17. CVPR 2024AirPlanes: Accurate Plane Estimation via 3D-Consistent Embeddings
18. CVPR 2024Alchemist: Parametric Control of Material Properties with Diffusion Models
19. CVPR 2024Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
20. CVPR 2024All Rivers Run to the Sea: Private Learning with Asymmetric Flows
21. CVPR 2024Amodal Ground Truth and Completion in the Wild
22. CVPR 2024Analyzing and Improving the Training Dynamics of Diffusion Models
23. CVPR 2024Anomaly Score: Evaluating Generative Models and Individual Generated Images based on Complexity and Vulnerability
24. CVPR 2024APISR: Anime Production Inspired Real-World Anime Super-Resolution
25. CVPR 2024Artist-Friendly Relightable and Animatable Neural Heads
26. CVPR 2024Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion
27. CVPR 2024AUEditNet: Dual-Branch Facial Action Unit Intensity Manipulation with Implicit Disentanglement
28. CVPR 2024Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch
29. CVPR 2024AutoAD III: The Prequel - Back to the Pixels
30. CVPR 2024BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation
31. CVPR 2024Behind the Veil: Enhanced Indoor 3D Scene Reconstruction with Occluded Surfaces Completion
32. CVPR 2024BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning
33. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
34. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
35. CVPR 2024Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs
36. CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
37. CVPR 2024BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
38. CVPR 2024BiPer: Binary Neural Networks using a Periodic Function
39. CVPR 2024Blind Image Quality Assessment Based on Geometric Order Learning
40. CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
41. CVPR 2024Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach
42. CVPR 2024BoQ: A Place is Worth a Bag of Learnable Queries
43. CVPR 2024Brain Decodes Deep Nets
44. CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
45. CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
46. CVPR 2024CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
47. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
48. CVPR 2024Capturing Closely Interacted Two-Person Motions with Reaction Priors
49. CVPR 2024Close Imitation of Expert Retouching for Black-and-White Photography
50. CVPR 2024COCONut: Modernizing COCO Segmentation

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.