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 102 of 118
- CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
- CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
- CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
- CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
- CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
- CVPR 2023Generalized Decoding for Pixel, Image, and Language
- CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
- CVPR 2023Genie: Show Me the Data for Quantization
- CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
- CVPR 2023GINA-3D: Learning To Generate Implicit Neural Assets in the Wild
- CVPR 2023GLeaD: Improving GANs With a Generator-Leading Task
- CVPR 2023Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions
- CVPR 2023Grad-PU: Arbitrary-Scale Point Cloud Upsampling via Gradient Descent With Learned Distance Functions
- CVPR 2023GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency
- CVPR 2023Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization
- CVPR 2023GRES: Generalized Referring Expression Segmentation
- CVPR 2023Habitat-Matterport 3D Semantics Dataset
- CVPR 2023Ham2Pose: Animating Sign Language Notation Into Pose Sequences
- CVPR 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Hands
- CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
- CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
- CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
- CVPR 2023Heterogeneous Continual Learning
- CVPR 2023HGNet: Learning Hierarchical Geometry From Points, Edges, and Surfaces
- CVPR 2023HIER: Metric Learning Beyond Class Labels via Hierarchical Regularization
- CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
- CVPR 2023Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition From Egocentric RGB Videos
- CVPR 2023HOLODIFFUSION: Training a 3D Diffusion Model Using 2D Images
- CVPR 2023How To Prevent the Continuous Damage of Noises To Model Training?
- CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
- CVPR 2023Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings
- CVPR 2023Human Body Shape Completion With Implicit Shape and Flow Learning
- CVPR 2023Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes
- CVPR 2023HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
- CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
- CVPR 2023Improved Distribution Matching for Dataset Condensation
- CVPR 2023Improving Zero-Shot Generalization and Robustness of Multi-Modal Models
- CVPR 2023Indiscernible Object Counting in Underwater Scenes
- CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
- CVPR 2023Integral Neural Networks
- CVPR 2023Inverse Rendering of Translucent Objects Using Physical and Neural Renderers
- CVPR 2023Invertible Neural Skinning
- CVPR 2023Inverting the Imaging Process by Learning an Implicit Camera Model
- CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
- CVPR 2023Joint Appearance and Motion Learning for Efficient Rolling Shutter Correction
- CVPR 2023Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset
- CVPR 2023JRDB-Pose: A Large-Scale Dataset for Multi-Person Pose Estimation and Tracking
- CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
- CVPR 2023Label Information Bottleneck for Label Enhancement
- CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data
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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.