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

364 papers, page 7 of 8

301. CVPR 2024SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching
302. CVPR 2024See Say and Segment: Teaching LMMs to Overcome False Premises
303. CVPR 2024SEED-Bench: Benchmarking Multimodal Large Language Models
304. CVPR 2024Seeing Motion at Nighttime with an Event Camera
305. CVPR 2024Segment and Caption Anything
306. CVPR 2024Segment Every Out-of-Distribution Object
307. CVPR 2024Selective Interpretable and Motion Consistent Privacy Attribute Obfuscation for Action Recognition
308. CVPR 2024Semantic Line Combination Detector
309. CVPR 2024SeMoLi: What Moves Together Belongs Together
310. CVPR 2024Sieve: Multimodal Dataset Pruning using Image Captioning Models
311. CVPR 2024SIRA: Scalable Inter-frame Relation and Association for Radar Perception
312. CVPR 2024SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
313. CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
314. CVPR 2024SpatialTracker: Tracking Any 2D Pixels in 3D Space
315. CVPR 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspective
316. CVPR 2024Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset
317. CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
318. CVPR 2024SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
319. CVPR 2024SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation
320. CVPR 2024Steerers: A Framework for Rotation Equivariant Keypoint Descriptors
321. CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
322. CVPR 2024Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training
323. CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
324. CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
325. CVPR 2024SURE: SUrvey REcipes for building reliable and robust deep networks
326. CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
327. CVPR 2024Systematic Comparison of Semi-supervised and Self-supervised Learning for Medical Image Classification
328. CVPR 2024T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory
329. CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
330. CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
331. CVPR 2024The STVchrono Dataset: Towards Continuous Change Recognition in Time
332. CVPR 2024Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
333. CVPR 2024ToonerGAN: Reinforcing GANs for Obfuscating Automated Facial Indexing
334. CVPR 2024Towards a Perceptual Evaluation Framework for Lighting Estimation
335. CVPR 2024Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline
336. CVPR 2024Towards Co-Evaluation of Cameras HDR and Algorithms for Industrial-Grade 6DoF Pose Estimation
337. CVPR 2024Towards Generalizing to Unseen Domains with Few Labels
338. CVPR 2024Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
339. CVPR 2024Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods
340. CVPR 2024Towards Real-World HDR Video Reconstruction: A Large-Scale Benchmark Dataset and A Two-Stage Alignment Network
341. CVPR 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach
342. CVPR 2024Towards Surveillance Video-and-Language Understanding: New Dataset Baselines and Challenges
343. CVPR 2024Traffic Scene Parsing through the TSP6K Dataset
344. CVPR 2024Transductive Zero-Shot and Few-Shot CLIP
345. CVPR 2024TransLoc4D: Transformer-based 4D Radar Place Recognition
346. CVPR 2024TRINS: Towards Multimodal Language Models that Can Read
347. CVPR 2024TUMTraf V2X Cooperative Perception Dataset
348. CVPR 2024UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet Diffusion
349. CVPR 2024Uncertainty Visualization via Low-Dimensional Posterior Projections
350. CVPR 2024Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains

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.