Datasets and Benchmarks papers, 2023–2026
New datasets and evaluation protocols
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 5,856 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
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
1,537 papers, page 31 of 31
- CVPR 2023Towards Robust Tampered Text Detection in Document Image: New Dataset and New Solution
- CVPR 2023Towards Stable Human Pose Estimation via Cross-View Fusion and Foot Stabilization
- CVPR 2023Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision
- CVPR 2023Towards Unbiased Volume Rendering of Neural Implicit Surfaces With Geometry Priors
- CVPR 2023TRACE: 5D Temporal Regression of Avatars With Dynamic Cameras in 3D Environments
- CVPR 2023Tracking Multiple Deformable Objects in Egocentric Videos
- CVPR 2023Tracking Through Containers and Occluders in the Wild
- CVPR 2023Transformer-Based Unified Recognition of Two Hands Manipulating Objects
- CVPR 2023Trap Attention: Monocular Depth Estimation With Manual Traps
- CVPR 2023TriVol: Point Cloud Rendering via Triple Volumes
- CVPR 2023Twin Contrastive Learning With Noisy Labels
- CVPR 2023Two-View Geometry Scoring Without Correspondences
- CVPR 2023ULIP: Learning a Unified Representation of Language, Images, and Point Clouds for 3D Understanding
- CVPR 2023Uncovering the Missing Pattern: Unified Framework Towards Trajectory Imputation and Prediction
- CVPR 2023Uncurated Image-Text Datasets: Shedding Light on Demographic Bias
- CVPR 2023Understanding and Improving Visual Prompting: A Label-Mapping Perspective
- CVPR 2023Uni3D: A Unified Baseline for Multi-Dataset 3D Object Detection
- CVPR 2023Unifying Short and Long-Term Tracking With Graph Hierarchies
- CVPR 2023UniSim: A Neural Closed-Loop Sensor Simulator
- CVPR 2023Unite and Conquer: Plug & Play Multi-Modal Synthesis Using Diffusion Models
- CVPR 2023Unlearnable Clusters: Towards Label-Agnostic Unlearnable Examples
- CVPR 2023Unsupervised Contour Tracking of Live Cells by Mechanical and Cycle Consistency Losses
- CVPR 2023Unsupervised Object Localization: Observing the Background To Discover Objects
- CVPR 2023Unsupervised Volumetric Animation
- CVPR 2023Upcycling Models Under Domain and Category Shift
- CVPR 2023V2V4Real: A Real-World Large-Scale Dataset for Vehicle-to-Vehicle Cooperative Perception
- CVPR 2023V2X-Seq: A Large-Scale Sequential Dataset for Vehicle-Infrastructure Cooperative Perception and Forecasting
- CVPR 2023VecFontSDF: Learning To Reconstruct and Synthesize High-Quality Vector Fonts via Signed Distance Functions
- CVPR 2023Vid2Avatar: 3D Avatar Reconstruction From Videos in the Wild via Self-Supervised Scene Decomposition
- CVPR 2023VindLU: A Recipe for Effective Video-and-Language Pretraining
- CVPR 2023Virtual Occlusions Through Implicit Depth
- CVPR 2023Visual DNA: Representing and Comparing Images Using Distributions of Neuron Activations
- CVPR 2023VoxelNeXt: Fully Sparse VoxelNet for 3D Object Detection and Tracking
- CVPR 2023Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and Reconstructor
- CVPR 2023What Happened 3 Seconds Ago? Inferring the Past With Thermal Imaging
- CVPR 2023Where We Are and What We're Looking At: Query Based Worldwide Image Geo-Localization Using Hierarchies and Scenes
- CVPR 2023You Can Ground Earlier Than See: An Effective and Efficient Pipeline for Temporal Sentence Grounding in Compressed Videos
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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.