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

1,935 papers, page 8 of 39

351. NeurIPS 2026NGDB-Zoo: Towards Efficient and Scalable Neural Graph Databases Training
352. NeurIPS 2026NNCoxKL: Risk-Set Distillation from Probability-Free Prognostic Teachers for Deep Cox Models
353. NeurIPS 2026nnTrace: Detecting and Localizing Silent Bugs in Distributed Training
354. NeurIPS 2026Non-Colliding Biometric Identities for Digital Entities: Geometry, Capacity, and Million-Scale Virtual Identity Provisioning
355. NeurIPS 2026Non-Linear Pricing Restores Tractability for a Data Seller
356. NeurIPS 2026Norm Anchors Make Model Edits Last
357. NeurIPS 2026nuReasoning: A Reasoning-Centric Dataset and Benchmark for Long-Tail Autonomous Driving
358. NeurIPS 2026Object Detection Benchmarks are Incomplete: The Role of Label Errors and Annotation Uncertainty
359. NeurIPS 2026OBLIQ-Bench: Exposing Overlooked Bottlenecks in Modern Retrievers with Latent and Implicit Queries
360. NeurIPS 2026ODDR: One-Step Deshadow Diffusion via Reward Guidance
361. NeurIPS 2026OfficeInstruct: A Dataset for Tool-Augmented Office Agents on Long-Trajectory Generative Tasks
362. NeurIPS 2026Offline Preference-Based Trajectory Evaluation
363. NeurIPS 2026Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark
364. NeurIPS 2026OmniTraffic: A Controllable Generation Pipeline and Benchmark for Spatio-Temporal Traffic Reasoning
365. NeurIPS 2026On Differential Private $\ell_1$, $\ell_2$ and $\ell_p^p$ Distance Queries
366. NeurIPS 2026On Nash Equilibria in Participatory Budgeting with Donations and Beyond
367. NeurIPS 2026On the Construction and Implications of Low-Loss Valleys in LoRA-based Bayesian Inference
368. NeurIPS 2026On the Convergence of Multicalibration Gradient Boosting
369. NeurIPS 2026On the Existence of Uniformly Optimal Policies in MDPs under Epistemic Uncertainty
370. NeurIPS 2026On the Geometry and Latent-Space Composition of Hypernetwork-Generated LoRAs
371. NeurIPS 2026One Temperature to Rule Them All?
372. NeurIPS 2026Online Maximization of Non-Decomposable Test and Population Utilities
373. NeurIPS 2026OpenSanctions Pairs: A Large-Scale Dataset for Pairwise Entity Matching
374. NeurIPS 2026OpenView: Empowering MLLMs with Out-of-view VQA
375. NeurIPS 2026OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluation
376. NeurIPS 2026OpenWhistle: A Large-Scale Longitudinal Dataset and Benchmark of Bottlenose Dolphin Vocalizations
377. NeurIPS 2026Optimal In-context Adaptivity and Distributional Robustness of Transformers
378. NeurIPS 2026Optimal Representation Size: High-Dimensional Analysis of Pretraining and Linear Probing
379. NeurIPS 2026Optimal Transport Reweighting for Robust Learning under Spurious Correlations and Label Noise
380. NeurIPS 2026OverLay++: Dense-Overlap Layout-to-Image Generation Dataset
381. NeurIPS 2026Panoptic Saliency Ranking
382. NeurIPS 2026PanoWorld: Towards Spatial Supersensing in 360◦ Panorama World
383. NeurIPS 2026PaperLens: How Predictable Is Paper Acceptance?
384. NeurIPS 2026Participatory ML for Social Harm Should be Constructed, Validated and Reasoned Through First-Person Accounts
385. NeurIPS 2026PatchBench: Measuring Collateral Damage in Activation Patching
386. NeurIPS 2026Patching Up Circuit Learning on Images
387. NeurIPS 2026PatchKV: Weight Space Compensation of KV Cache
388. NeurIPS 2026PatchScout: Thematic Web Data Collection via Information Foraging
389. NeurIPS 2026Path-Guided Flow Matching for Dataset Distillation
390. NeurIPS 2026PE-SHAP: Causally Interpretable Path-Wise Shapley Explanations
391. NeurIPS 2026PepSpecBench: A Unified Evaluation Benchmark for Peptide Tandem Mass Spectrometry Prediction
392. NeurIPS 2026Per-Starting-Point Plausibility and Diversity Bounds for Score-Based Diffusion Models
393. NeurIPS 2026Persona Vectors: Monitoring and Controlling Character Traits in Language Models
394. NeurIPS 2026Personal Visual Memory from Explicit and Implicit Evidence
395. NeurIPS 2026PhyMo: Learning Physical Dynamics with Accurate and Continuous Motion from Multi-View Videos
396. NeurIPS 2026PhyProbe: Rethinking Physical Consistency Evaluation in Generated Videos
397. NeurIPS 2026PhysTC: A Physics-Enhanced Dataset and Architecture for High-Precision Tropical Cyclone Forecasting
398. NeurIPS 2026PhyTS: A Benchmark for Scientific Time Series
399. NeurIPS 2026PINNBench: A Benchmark and Evaluation Study of Training Policy Selection in Hybrid PINN-Operator Solvers
400. NeurIPS 2026PINNeval: A Comprehensive Evaluation Standard for Physics-Informed Neural Networks

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.