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 77 of 118
- CVPR 2024NeRFDeformer: NeRF Transformation from a Single View via 3D Scene Flows
- CVPR 2024NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images
- CVPR 2024NetTrack: Tracking Highly Dynamic Objects with a Net
- CVPR 2024Neural Underwater Scene Representation
- CVPR 2024No More Ambiguity in 360deg Room Layout via Bi-Layout Estimation
- CVPR 2024Noisy One-point Homographies are Surprisingly Good
- CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
- CVPR 2024NTO3D: Neural Target Object 3D Reconstruction with Segment Anything
- CVPR 2024NViST: In the Wild New View Synthesis from a Single Image with Transformers
- CVPR 2024OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion
- CVPR 2024OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation
- CVPR 2024ODIN: A Single Model for 2D and 3D Segmentation
- CVPR 2024OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
- CVPR 2024OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning
- CVPR 2024On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
- CVPR 2024One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature Learning
- CVPR 2024One-Prompt to Segment All Medical Images
- CVPR 2024OneLLM: One Framework to Align All Modalities with Language
- CVPR 2024OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation
- CVPR 2024OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning
- CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
- CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
- CVPR 2024PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference
- CVPR 2024Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
- CVPR 2024Partial-to-Partial Shape Matching with Geometric Consistency
- CVPR 2024PBWR: Parametric-Building-Wireframe Reconstruction from Aerial LiDAR Point Clouds
- CVPR 2024PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor
- CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
- CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
- CVPR 2024PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment
- CVPR 2024Plug and Play Active Learning for Object Detection
- CVPR 2024Plug-and-Play Diffusion Distillation
- CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
- CVPR 2024Pose Adapted Shape Learning for Large-Pose Face Reenactment
- CVPR 2024PredToken: Predicting Unknown Tokens and Beyond with Coarse-to-Fine Iterative Decoding
- CVPR 2024Previously on ... From Recaps to Story Summarization
- CVPR 2024Probabilistic Speech-Driven 3D Facial Motion Synthesis: New Benchmarks Methods and Applications
- CVPR 2024Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
- CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
- CVPR 2024Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI
- CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
- CVPR 2024R-Cyclic Diffuser: Reductive and Cyclic Latent Diffusion for 3D Clothed Human Digitalization
- CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
- CVPR 2024RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
- CVPR 2024RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception
- CVPR 2024Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection
- CVPR 2024Real-World Mobile Image Denoising Dataset with Efficient Baselines
- CVPR 2024ReconFusion: 3D Reconstruction with Diffusion Priors
- CVPR 2024Reconstructing Hands in 3D with Transformers
- CVPR 2024Relation Rectification in Diffusion Model
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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.