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
1,346 papers, page 5 of 27
- CVPR 2024Matching Anything by Segmenting Anything
- CVPR 2024MatSynth: A Modern PBR Materials Dataset
- CVPR 2024MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception
- CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
- CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
- CVPR 2024MemFlow: Optical Flow Estimation and Prediction with Memory
- CVPR 2024Meta-Point Learning and Refining for Category-Agnostic Pose Estimation
- CVPR 2024MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model
- CVPR 2024Mip-Splatting: Alias-free 3D Gaussian Splatting
- CVPR 2024Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning
- CVPR 2024MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
- CVPR 2024MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos
- CVPR 2024MMVP: A Multimodal MoCap Dataset with Vision and Pressure Sensors
- CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
- CVPR 2024Modeling Multimodal Social Interactions: New Challenges and Baselines with Densely Aligned Representations
- CVPR 2024MonoDiff: Monocular 3D Object Detection and Pose Estimation with Diffusion Models
- CVPR 2024MoST: Motion Style Transformer Between Diverse Action Contents
- CVPR 2024Motion Diversification Networks
- CVPR 2024MRC-Net: 6-DoF Pose Estimation with MultiScale Residual Correlation
- CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
- CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
- CVPR 2024Mudslide: A Universal Nuclear Instance Segmentation Method
- CVPR 2024MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation
- CVPR 2024Multiagent Multitraversal Multimodal Self-Driving: Open MARS Dataset
- CVPR 2024Multiway Point Cloud Mosaicking with Diffusion and Global Optimization
- CVPR 2024MVHumanNet: A Large-scale Dataset of Multi-view Daily Dressing Human Captures
- CVPR 2024Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
- CVPR 2024Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse
- CVPR 2024NC-SDF: Enhancing Indoor Scene Reconstruction Using Neural SDFs with View-Dependent Normal Compensation
- CVPR 2024NEAT: Distilling 3D Wireframes from Neural Attraction Fields
- CVPR 2024NeRF Director: Revisiting View Selection in Neural Volume Rendering
- 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
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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.