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 7 of 31

301. CVPR 2026PosterOmni Generalized Artistic Poster Creation via Task Distillation and Unified
302. CVPR 2026PPISP Physically-Plausible Compensation and Control of Photometric Variations in Radiance
303. CVPR 2026Prime Once then Reprogram Locally An Efficient Alternative to Black-Box
304. CVPR 2026PRISM Video Dataset Condensation with Progressive Refinement and Insertion for
305. CVPR 2026PromptDepth Efficient and Promptable Geometric 3D Vision Model for Embodied
306. CVPR 2026PromptStereo Zero-Shot Stereo Matching via Structure and Motion Prompts
307. CVPR 2026ProOOD Prototype-Guided Out-of-Distribution 3D Occupancy Prediction
308. CVPR 2026Proxy-GS Unified Occlusion Priors for Training and Inference in Structured
309. CVPR 2026Prune2Drive A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous
310. CVPR 2026PTC-Depth Pose-Refined Monocular Depth Estimation with Temporal Consistency
311. CVPR 2026QuadSync Quadrifocal Tensor Synchronization via Tucker Decomposition
312. CVPR 2026RaUF Learning the Spatial Uncertainty Field of Radar
313. CVPR 2026RawMetaDiff Unlocking Extreme Darkness from Dual-Exposure RAW with Meta-Guided Diffusion
314. CVPR 2026RDFace A Benchmark Dataset for Rare Disease Facial Image Analysis
315. CVPR 2026Re-evaluating Continual VQA Toward Fair and Robust Evaluation for Multimodal
316. CVPR 2026Real-Time Dynamic Scene Rendering with Controlled Compressibility and Contact Awareness
317. CVPR 2026Real-World Point Tracking with Verifier-Guided Pseudo-Labeling
318. CVPR 2026Real2Edit2Real Generating Robotic Demonstrations via a 3D Control Interface
319. CVPR 2026RealAppiance Let High-fidelity Appliance Assets Controllable and Workable as Aligned
320. CVPR 2026RealBirdID Benchmarking Bird Species Identification in the Era of MLLMs
321. CVPR 2026Reallocating Attention Across Layers to Reduce Multimodal Hallucination
322. CVPR 2026RealUnify Do Unified Models Truly Benefit from Unification A Comprehensive
323. CVPR 2026ReBaPL Repulsive Bayesian Prompt Learning
324. CVPR 2026Reconstructing Spiking Neural Networks Using a Single Neuron with Autapses
325. CVPR 2026ReFAct Empowering Multimodal Web Agents with Visual and Context Focusing
326. CVPR 2026Reframing Long-Tailed Learning via Loss Landscape Geometry
327. CVPR 2026RefTon Reference person shot assist virtual Try-on
328. CVPR 2026Region-Wise Correspondence Prediction between Manga Line Art Images
329. CVPR 2026REL-SF4PASS Panoramic Semantic Segmentation with REL Depth Representation and Spherical
330. CVPR 2026Relightable Holoported Characters Capturing and Relighting Dynamic Human Performance from
331. CVPR 2026RelightAnyone A Generalized Relightable 3D Gaussian Head Model
332. CVPR 2026Representing 3D Faces with Learnable B-Spline Volumes
333. CVPR 2026ReScene4D Temporally Consistent Semantic Instance Segmentation of Evolving Indoor 3D
334. CVPR 2026Residual Primitive Fitting of 3D Shapes with SuperFrusta
335. CVPR 2026Rethinking Camera Choice An Empirical Study on Fisheye Camera Properties
336. CVPR 2026Rethinking Dataset Distillation Hard Truths about Soft Labels
337. CVPR 2026Rethinking SNN Online Training and Deployment Gradient-Coherent Learning via Hybrid-Driven
338. CVPR 2026Revisiting Learning with Noisy Labels Active Forgetting and Noise Suppression
339. CVPR 2026RGB-Event based Pedestrian Attribute Recognition A Benchmark Dataset and An
340. CVPR 2026RMAE-ProGRess Advancing Semantic Segmentation in Unstructured Environments
341. CVPR 2026RMIR A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval
342. CVPR 2026RoadGIE Towards A Global-Scale Aerial Benchmark for Generalizable Interactive Road
343. CVPR 2026Robo-SGG Exploiting Layout-Oriented Normalization and Restitution Can Improve Robust Scene
344. CVPR 2026RobotSeg A Model and Dataset for Segmenting Robots in Image
345. CVPR 2026RoMo A Large-Scale Richly Organized Dataset and Semantic Taxonomy for
346. CVPR 2026ROSE Rotate Your Large Language Model to See
347. CVPR 2026Rotation Invariant and Symmetry Aware Pixel Difference Network for Remote
348. CVPR 2026Rounded or Streamlined Head Bridging Concept Bottleneck Models and Attribute-Described
349. CVPR 2026SAIDO Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided
350. CVPR 2026SALMUBench A Benchmark for Sensitive Association-Level Multimodal Unlearning

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.