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

1,537 papers, page 29 of 31

1401. CVPR 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior
1402. CVPR 2023NIKI: Neural Inverse Kinematics With Invertible Neural Networks for 3D Human Pose and Shape Estimation
1403. CVPR 2023No One Left Behind: Improving the Worst Categories in Long-Tailed Learning
1404. CVPR 2023Noisy Correspondence Learning With Meta Similarity Correction
1405. CVPR 2023Objaverse: A Universe of Annotated 3D Objects
1406. CVPR 2023Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation
1407. CVPR 2023Occlusion-Free Scene Recovery via Neural Radiance Fields
1408. CVPR 2023OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
1409. CVPR 2023Octree Guided Unoriented Surface Reconstruction
1410. CVPR 2023Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
1411. CVPR 2023OmniCity: Omnipotent City Understanding With Multi-Level and Multi-View Images
1412. CVPR 2023OmniMAE: Single Model Masked Pretraining on Images and Videos
1413. CVPR 2023Omnimatte3D: Associating Objects and Their Effects in Unconstrained Monocular Video
1414. CVPR 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation
1415. CVPR 2023On Calibrating Semantic Segmentation Models: Analyses and an Algorithm
1416. CVPR 2023On the Benefits of 3D Pose and Tracking for Human Action Recognition
1417. CVPR 2023On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data
1418. CVPR 2023On the Effects of Self-Supervision and Contrastive Alignment in Deep Multi-View Clustering
1419. CVPR 2023On the Stability-Plasticity Dilemma of Class-Incremental Learning
1420. CVPR 2023OpenGait: Revisiting Gait Recognition Towards Better Practicality
1421. CVPR 2023Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability
1422. CVPR 2023PACO: Parts and Attributes of Common Objects
1423. CVPR 2023PAniC-3D: Stylized Single-View 3D Reconstruction From Portraits of Anime Characters
1424. CVPR 2023PartDistillation: Learning Parts From Instance Segmentation
1425. CVPR 2023Partial Network Cloning
1426. CVPR 2023Parts2Words: Learning Joint Embedding of Point Clouds and Texts by Bidirectional Matching Between Parts and Words
1427. CVPR 2023PET-NeuS: Positional Encoding Tri-Planes for Neural Surfaces
1428. CVPR 2023PIRLNav: Pretraining With Imitation and RL Finetuning for ObjectNav
1429. CVPR 2023Pixels, Regions, and Objects: Multiple Enhancement for Salient Object Detection
1430. CVPR 2023PlenVDB: Memory Efficient VDB-Based Radiance Fields for Fast Training and Rendering
1431. CVPR 2023Point2Pix: Photo-Realistic Point Cloud Rendering via Neural Radiance Fields
1432. CVPR 2023Polynomial Implicit Neural Representations for Large Diverse Datasets
1433. CVPR 2023PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation
1434. CVPR 2023Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
1435. CVPR 2023PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout
1436. CVPR 2023Power Bundle Adjustment for Large-Scale 3D Reconstruction
1437. CVPR 2023Prefix Conditioning Unifies Language and Label Supervision
1438. CVPR 2023Progressive Transformation Learning for Leveraging Virtual Images in Training
1439. CVPR 2023Propagate and Calibrate: Real-Time Passive Non-Line-of-Sight Tracking
1440. CVPR 2023ProtoCon: Pseudo-Label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-Supervised Learning
1441. CVPR 2023ProxyFormer: Proxy Alignment Assisted Point Cloud Completion With Missing Part Sensitive Transformer
1442. CVPR 2023PSVT: End-to-End Multi-Person 3D Pose and Shape Estimation With Progressive Video Transformers
1443. CVPR 2023RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories
1444. CVPR 2023Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks
1445. CVPR 2023Re-Basin via Implicit Sinkhorn Differentiation
1446. CVPR 2023Real-Time Evaluation in Online Continual Learning: A New Hope
1447. CVPR 2023REC-MV: REconstructing 3D Dynamic Cloth From Monocular Videos
1448. CVPR 2023Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
1449. CVPR 2023Recognizing Rigid Patterns of Unlabeled Point Clouds by Complete and Continuous Isometry Invariants With No False Negatives and No False Positives
1450. CVPR 2023Recovering 3D Hand Mesh Sequence From a Single Blurry Image: A New Dataset and Temporal Unfolding

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.