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
5,852 papers, page 104 of 118
- CVPR 2023Music-Driven Group Choreography
- CVPR 2023MV-JAR: Masked Voxel Jigsaw and Reconstruction for LiDAR-Based Self-Supervised Pre-Training
- CVPR 2023MVImgNet: A Large-Scale Dataset of Multi-View Images
- CVPR 2023NeUDF: Leaning Neural Unsigned Distance Fields With Volume Rendering
- CVPR 2023Neural Congealing: Aligning Images to a Joint Semantic Atlas
- CVPR 2023Neural Kernel Surface Reconstruction
- CVPR 2023Neural Part Priors: Learning To Optimize Part-Based Object Completion in RGB-D Scans
- CVPR 2023Neural Scene Chronology
- CVPR 2023Neural Vector Fields: Implicit Representation by Explicit Learning
- CVPR 2023NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation
- CVPR 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior
- CVPR 2023NIKI: Neural Inverse Kinematics With Invertible Neural Networks for 3D Human Pose and Shape Estimation
- CVPR 2023No One Left Behind: Improving the Worst Categories in Long-Tailed Learning
- CVPR 2023Noisy Correspondence Learning With Meta Similarity Correction
- CVPR 2023Objaverse: A Universe of Annotated 3D Objects
- CVPR 2023Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation
- CVPR 2023Occlusion-Free Scene Recovery via Neural Radiance Fields
- CVPR 2023OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
- CVPR 2023Octree Guided Unoriented Surface Reconstruction
- CVPR 2023Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
- CVPR 2023OmniCity: Omnipotent City Understanding With Multi-Level and Multi-View Images
- CVPR 2023OmniMAE: Single Model Masked Pretraining on Images and Videos
- CVPR 2023Omnimatte3D: Associating Objects and Their Effects in Unconstrained Monocular Video
- CVPR 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation
- CVPR 2023On Calibrating Semantic Segmentation Models: Analyses and an Algorithm
- CVPR 2023On the Benefits of 3D Pose and Tracking for Human Action Recognition
- CVPR 2023On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data
- CVPR 2023On the Effects of Self-Supervision and Contrastive Alignment in Deep Multi-View Clustering
- CVPR 2023On the Stability-Plasticity Dilemma of Class-Incremental Learning
- CVPR 2023OpenGait: Revisiting Gait Recognition Towards Better Practicality
- CVPR 2023Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability
- CVPR 2023PACO: Parts and Attributes of Common Objects
- CVPR 2023PAniC-3D: Stylized Single-View 3D Reconstruction From Portraits of Anime Characters
- CVPR 2023PartDistillation: Learning Parts From Instance Segmentation
- CVPR 2023Partial Network Cloning
- CVPR 2023Parts2Words: Learning Joint Embedding of Point Clouds and Texts by Bidirectional Matching Between Parts and Words
- CVPR 2023PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces
- CVPR 2023PIRLNav: Pretraining With Imitation and RL Finetuning for ObjectNav
- CVPR 2023Pixels, Regions, and Objects: Multiple Enhancement for Salient Object Detection
- CVPR 2023PlenVDB: Memory Efficient VDB-Based Radiance Fields for Fast Training and Rendering
- CVPR 2023Point2Pix: Photo-Realistic Point Cloud Rendering via Neural Radiance Fields
- CVPR 2023Polynomial Implicit Neural Representations for Large Diverse Datasets
- CVPR 2023PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation
- CVPR 2023Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
- CVPR 2023PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout
- CVPR 2023Power Bundle Adjustment for Large-Scale 3D Reconstruction
- CVPR 2023Prefix Conditioning Unifies Language and Label Supervision
- CVPR 2023Progressive Transformation Learning for Leveraging Virtual Images in Training
- CVPR 2023Propagate and Calibrate: Real-Time Passive Non-Line-of-Sight Tracking
- CVPR 2023ProtoCon: Pseudo-Label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-Supervised Learning
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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.