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 8 of 31

351. CVPR 2026Same or Not Enhancing Visual Perception in Vision-Language Models
352. CVPR 2026SAME Sparse and Anchored Model Editing for Heterogeneous Incremental Learning
353. CVPR 2026SAMTok Representing Any Mask with Two Words
354. CVPR 2026SARMAE Masked Autoencoder for SAR Representation Learning
355. CVPR 2026Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers
356. CVPR 2026SceneScribe-1M A Large-Scale Video Dataset with Comprehensive Geometric and Semantic
357. CVPR 2026SE3-Equivariance with Geometric and Topological Guidance for Category-Level Object Pose
358. CVPR 2026SearchAD Large-Scale Rare Image Retrieval Dataset for Autonomous Driving
359. CVPR 2026See Think Act Teaching Multimodal Agents to Effectively Interact with
360. CVPR 2026Seeing Beyond 8bits Subjective and Objective Quality Assessment of HDR-UGC
361. CVPR 2026Seeing Depth Through Frequency and Motion A Progressive Training Paradigm
362. CVPR 2026Seeing Through Touch Tactile-Driven Visual Localization of Material Regions
363. CVPR 2026SegEarth-R2 Towards Comprehensive Language-guided Segmentation for Remote Sensing Images
364. CVPR 2026Selection-as-Nonlinearity Bridging Attention and Activation via a Joint Game-Decision Lens
365. CVPR 2026Semi-supervised Echocardiography Video Segmentation via Anchor Semantic Awareness and Continuous
366. CVPR 2026SemVideo Reconstructs What You Watch from Brain Activity via Hierarchical
367. CVPR 2026SHands A Multi-View Dataset and Benchmark for Surgical Hand-Gesture and
368. CVPR 2026SHARP Short-Window Streaming for Accurate and Robust Prediction in Motion
369. CVPR 2026SharpTimeGS Sharp and Stable Dynamic Gaussian Splatting via Lifespan Modulation
370. CVPR 2026SHOW3D Capturing Scenes of 3D Hands and Objects in the
371. CVPR 2026ShowTable Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
372. CVPR 2026Single-Round Scalable Analytic Federated Learning
373. CVPR 2026SJD-PAC Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive
374. CVPR 2026SkillSight Efficient First-Person Skill Assessment with Gaze
375. CVPR 2026Smoothing the Score Function to Enhance Generalization in Diffusion Models
376. CVPR 2026Soft Modality-Guided Expert Specialization in MoE-VLMs
377. CVPR 2026SoliReward Mitigating Susceptibility to Reward Hacking and Annotation Noise in
378. CVPR 2026SPARROW Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded
379. CVPR 2026Sparsity as a Key Unlocking New Insights from Latent Structures
380. CVPR 2026Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene
381. CVPR 2026SpatialVID A Large-Scale Video Dataset with Spatial Annotations
382. CVPR 2026Speeding Up the Learning of 3D Gaussians with Much Shorter
383. CVPR 2026SplitFlux Learning to Decouple Content and Style from a Single
384. CVPR 2026SR3R Rethinking Super-Resolution 3D Reconstruction With Feed-Forward Gaussian Splatting
385. CVPR 2026Stable Spike Dual Consistency Optimization via Bitwise AND Operations for
386. CVPR 2026STAvatar Soft Binding and Temporal Density Control for Monocular 3D
387. CVPR 2026Stealing Split Learning Bottom Models by Recovering Embedding Geometry
388. CVPR 2026Streaming Diffusion Model for Fast Infrared and Visible Video Fusion
389. CVPR 2026StreamReady Learning What to Answer and When in Long Streaming
390. CVPR 2026Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos
391. CVPR 2026Synthetic Object Compositions for Scalable and Accurate Learning in Detection
392. CVPR 2026TacSIm A Dataset and Benchmark for Football Tactical Style Imitation
393. CVPR 2026TAlignDiff Automatic Tooth Alignment assisted by Diffusion-based Transformation Learning
394. CVPR 2026TAMER A Tri-Modal Contrastive Alignment and Multi-Scale Embedding Refinement Framework
395. CVPR 2026TDATR Improving End-to-End Table Recognition via Table Detail-Aware Learning and
396. CVPR 2026Tell Model Where to Look Mitigating Hallucinations in MLLMs by
397. CVPR 2026Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning
398. CVPR 2026Temporal Inversion for Learning Interval Change in Chest X-Rays
399. CVPR 2026The devil is in the details Enhancing Video Virtual Try-On
400. CVPR 2026The Power of Decaying Steps Enhancing Attack Stability and Transferability

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.