Datasets and Benchmarks papers, 2023–2026

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.

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

937 papers, page 6 of 19

251. CVPR 2023Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation
252. CVPR 2023Occlusion-Free Scene Recovery via Neural Radiance Fields
253. CVPR 2023OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
254. CVPR 2023Octree Guided Unoriented Surface Reconstruction
255. CVPR 2023Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
256. CVPR 2023OmniCity: Omnipotent City Understanding With Multi-Level and Multi-View Images
257. CVPR 2023OmniMAE: Single Model Masked Pretraining on Images and Videos
258. CVPR 2023Omnimatte3D: Associating Objects and Their Effects in Unconstrained Monocular Video
259. CVPR 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation
260. CVPR 2023On Calibrating Semantic Segmentation Models: Analyses and an Algorithm
261. CVPR 2023On the Benefits of 3D Pose and Tracking for Human Action Recognition
262. CVPR 2023On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data
263. CVPR 2023On the Effects of Self-Supervision and Contrastive Alignment in Deep Multi-View Clustering
264. CVPR 2023On the Stability-Plasticity Dilemma of Class-Incremental Learning
265. CVPR 2023OpenGait: Revisiting Gait Recognition Towards Better Practicality
266. CVPR 2023Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability
267. CVPR 2023PACO: Parts and Attributes of Common Objects
268. CVPR 2023PAniC-3D: Stylized Single-View 3D Reconstruction From Portraits of Anime Characters
269. CVPR 2023PartDistillation: Learning Parts From Instance Segmentation
270. CVPR 2023Partial Network Cloning
271. CVPR 2023Parts2Words: Learning Joint Embedding of Point Clouds and Texts by Bidirectional Matching Between Parts and Words
272. CVPR 2023PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces
273. CVPR 2023PIRLNav: Pretraining With Imitation and RL Finetuning for ObjectNav
274. CVPR 2023Pixels, Regions, and Objects: Multiple Enhancement for Salient Object Detection
275. CVPR 2023PlenVDB: Memory Efficient VDB-Based Radiance Fields for Fast Training and Rendering
276. CVPR 2023Point2Pix: Photo-Realistic Point Cloud Rendering via Neural Radiance Fields
277. CVPR 2023Polynomial Implicit Neural Representations for Large Diverse Datasets
278. CVPR 2023PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation
279. CVPR 2023Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
280. CVPR 2023PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout
281. CVPR 2023Power Bundle Adjustment for Large-Scale 3D Reconstruction
282. CVPR 2023Prefix Conditioning Unifies Language and Label Supervision
283. CVPR 2023Progressive Transformation Learning for Leveraging Virtual Images in Training
284. CVPR 2023Propagate and Calibrate: Real-Time Passive Non-Line-of-Sight Tracking
285. CVPR 2023ProtoCon: Pseudo-Label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-Supervised Learning
286. CVPR 2023ProxyFormer: Proxy Alignment Assisted Point Cloud Completion With Missing Part Sensitive Transformer
287. CVPR 2023PSVT: End-to-End Multi-Person 3D Pose and Shape Estimation With Progressive Video Transformers
288. CVPR 2023RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories
289. CVPR 2023Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks
290. CVPR 2023Re-Basin via Implicit Sinkhorn Differentiation
291. CVPR 2023Real-Time Evaluation in Online Continual Learning: A New Hope
292. CVPR 2023REC-MV: REconstructing 3D Dynamic Cloth From Monocular Videos
293. CVPR 2023Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
294. CVPR 2023Recognizing Rigid Patterns of Unlabeled Point Clouds by Complete and Continuous Isometry Invariants With No False Negatives and No False Positives
295. CVPR 2023Recovering 3D Hand Mesh Sequence From a Single Blurry Image: A New Dataset and Temporal Unfolding
296. CVPR 2023Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer
297. CVPR 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection
298. CVPR 2023RefSR-NeRF: Towards High Fidelity and Super Resolution View Synthesis
299. CVPR 2023Relational Space-Time Query in Long-Form Videos
300. CVPR 2023ReLight My NeRF: A Dataset for Novel View Synthesis and Relighting of Real World Objects

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.