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

5,852 papers, page 9 of 118

401. CVPR 2026The SA-FARI Dataset Segment Anything in Footage of Animals for
402. CVPR 2026Thermal is Always Wild Characterizing and Addressing Challenges in Thermal-Only
403. CVPR 2026Thinking in Uncertainty Mitigating Hallucinations in MLRMs with Latent Entropy-Aware
404. CVPR 2026TimeBridge Self-Supervised Video Representation Learning via Start-End Joint Embedding and
405. CVPR 2026Too Vivid to Be Real Benchmarking and Calibrating Generative Color
406. CVPR 2026Towards Universal Computational Aberration Correction in Photographic Cameras A Comprehensive
407. CVPR 2026Tracking through Severe Occlusion via Event-Derived Transient Cues
408. CVPR 2026TrackMAE Video Representation Learning via Track Mask and Predict
409. CVPR 2026TRIDENT A Trimodal Cascade Generative Framework for Drug and RNA-Conditioned
410. CVPR 2026TruckDrive Long-Range Autonomous Highway Driving Dataset
411. CVPR 2026TTAPFormer Robust Arbitrary Point Tracking via Transient Asynchronous Fusion of
412. CVPR 2026TWEO Transformers Without Extreme Outliers Enables FP8 Training And Quantization
413. CVPR 2026Twin-T TwintVQA A Reliable Structure-Detail Separating VLM and a
414. CVPR 2026UAV-CB A Complex-Background RGB-T Dataset and Local Frequency Bridge Network
415. CVPR 2026UAVLight A Benchmark for Illumination-Robust 3D Reconstruction in Unmanned Aerial
416. CVPR 2026Uni-Hema Unified Model for Digital Hematopathology
417. CVPR 2026Uni3R Unified 3D Reconstruction and Semantic Understanding via Generalizable Gaussian
418. CVPR 2026UnicEdit-10M A Dataset and Benchmark Breaking the Scale-Quality Barrier via
419. CVPR 2026Unified Personalized Understanding Generating and Editing
420. CVPR 2026UniRain Unified Image Deraining with RAG-based Dataset Distillation and Multi-objective
421. CVPR 2026UniSH Unifying Scene and Human Reconstruction in a Feed-Forward Pass
422. CVPR 2026Unlocking Motion from Large Vision Models with a Semantic and
423. CVPR 2026Unlocking Positive Transfer in Incrementally Learning Surgical Instruments A Self-reflection
424. CVPR 2026Unlocking Token Rewards via Training-Free Reward Attribution
425. CVPR 2026Urban-GS A Unified 3D Gaussian Splatting Framework for Compact and
426. CVPR 2026URScenes A Multi-scenario Dataset for Unstructured Road Environments
427. CVPR 2026UTPTrack Towards Simple and Unified Token Pruning for Visual Tracking
428. CVPR 2026V2U4Real A Real-world Large-scale Dataset for Vehicle-to-UAV Cooperative Perception
429. CVPR 2026Venus Benchmarking and Empowering Multimodal Large Language Models for Aesthetic
430. CVPR 2026Verifying Neural Network Robustness with Dual Perturbations
431. CVPR 2026VesMamba 3D Pulmonary Vessel Segmentation from CT images via Mamba
432. CVPR 2026VGA-Bench A Unified Benchmark and Multi-Model Framework for Video Aesthetics
433. CVPR 2026Vibe Spaces for Creatively Connecting and Expressing Visual Concepts
434. CVPR 2026ViLoMem Agentic Learner with Grow-and-Refine Multimodal Semantic Memory
435. CVPR 2026VINS-120K Ultra High-Resolution Image Editing with A Large-Scale Dataset
436. CVPR 2026Virtual Full-stack Scanning of Brain MRI via Imputing Any Quantised
437. CVPR 2026Vision-Language Attribute Disentanglement and Reinforcement for Lifelong Person Re-Identification
438. CVPR 2026VisualOverload Probing Visual Understanding of VLMs in Really Dense Scenes
439. CVPR 2026VMD-FACT A New Video Dataset and MLLM-based method for Detecting
440. CVPR 2026VoDaSuRe A Large-Scale Dataset Revealing Domain Shift in Volumetric Super-Resolution
441. CVPR 2026WEAVE Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation
442. CVPR 2026WebChain A Large-Scale Human-Annotated Dataset of Real-World Web Interaction Traces
443. CVPR 2026What Are You Doing A Closer Look at Controllable Human
444. CVPR 2026When AVSR Meets Video Conferencing Dataset Degradation and the Hidden
445. CVPR 2026When Robots Should Say I Dont Know Benchmarking Abstention in
446. CVPR 2026When to Think and When to Look Uncertainty-Guided Lookback
447. CVPR 2026Which Concepts to Forget and How to Refuse Decomposing Concepts
448. CVPR 2026Why Does RL Generalize Better Than SFT A Data-Centric Perspective
449. CVPR 2026WildPose A Unified Framework for Robust Pose Estimation in the
450. CVPR 2026WOD-E2E Waymo Open Dataset for End-to-End Driving in Challenging Long-tail

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.