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 12 of 31

551. CVPR 2025Empowering LLMs to Understand and Generate Complex Vector Graphics
552. CVPR 2025Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels
553. CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
554. CVPR 2025Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
555. CVPR 2025EntropyMark: Towards More Harmless Backdoor Watermark via Entropy-based Constraint for Open-source Dataset Copyright Protection
556. CVPR 2025ERUPT: Efficient Rendering with Unposed Patch Transformer
557. CVPR 2025ETAP: Event-based Tracking of Any Point
558. CVPR 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
559. CVPR 2025Extreme Rotation Estimation in the Wild
560. CVPR 2025F-LMM: Grounding Frozen Large Multimodal Models
561. CVPR 2025FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs
562. CVPR 2025Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning
563. CVPR 2025FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering
564. CVPR 2025Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion
565. CVPR 2025Flow-NeRF: Joint Learning of Geometry, Poses, and Dense Flow within Unified Neural Representations
566. CVPR 2025Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution
567. CVPR 2025FoundationStereo: Zero-Shot Stereo Matching
568. CVPR 2025From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons
569. CVPR 2025FSboard: Over 3 Million Characters of ASL Fingerspelling Collected via Smartphones
570. CVPR 2025Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes
571. CVPR 2025GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction
572. CVPR 2025GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting
573. CVPR 2025GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations
574. CVPR 2025GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency
575. CVPR 2025GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition Control
576. CVPR 2025Geometry in Style: 3D Stylization via Surface Normal Deformation
577. CVPR 2025GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities
578. CVPR 2025GLane3D: Detecting Lanes with Graph of 3D Keypoints
579. CVPR 2025GOAL: Global-local Object Alignment Learning
580. CVPR 2025Ground-V: Teaching VLMs to Ground Complex Instructions in Pixels
581. CVPR 2025HandOS: 3D Hand Reconstruction in One Stage
582. CVPR 2025HarmonySet: A Comprehensive Dataset for Understanding Video-Music Semantic Alignment and Temporal Synchronization
583. CVPR 2025Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment
584. CVPR 2025HD-EPIC: A Highly-Detailed Egocentric Video Dataset
585. CVPR 2025Hearing Anywhere in Any Environment
586. CVPR 2025HELVIPAD: A Real-World Dataset for Omnidirectional Stereo Depth Estimation
587. CVPR 2025Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation
588. CVPR 2025High Dynamic Range Video Compression: A Large-Scale Benchmark Dataset and A Learned Bit-depth Scalable Compression Algorithm
589. CVPR 2025HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videos
590. CVPR 2025HOTFormerLoc: Hierarchical Octree Transformer for Versatile Lidar Place Recognition Across Ground and Aerial Views
591. CVPR 2025How Do I Do That? Synthesizing 3D Hand Motion and Contacts for Everyday Interactions
592. CVPR 2025HumanRig: Learning Automatic Rigging for Humanoid Character in a Large Scale Dataset
593. CVPR 2025Hybrid Concept Bottleneck Models
594. CVPR 2025HybridGS: Decoupling Transients and Statics with 2D and 3D Gaussian Splatting
595. CVPR 2025HyperGS: Hyperspectral 3D Gaussian Splatting
596. CVPR 2025HyperPose: Hypernetwork-Infused Camera Pose Localization and an Extended Cambridge Landmarks Dataset
597. CVPR 2025Improving Accuracy and Calibration via Differentiated Deep Mutual Learning
598. CVPR 2025Improving Gaussian Splatting with Localized Points Management
599. CVPR 2025Incomplete Multi-View Multi-label Learning via Disentangled Representation and Label Semantic Embedding
600. CVPR 2025Incremental Object Keypoint Learning

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.