Datasets and Benchmarks papers, 2023–2026
New datasets and evaluation protocols
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 5,856 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
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 74 of 118
- CVPR 2024DiffusionLight: Light Probes for Free by Painting a Chrome Ball
- CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
- CVPR 2024DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
- CVPR 2024DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF
- CVPR 2024Distilled Datamodel with Reverse Gradient Matching
- CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
- CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
- CVPR 2024DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision
- CVPR 2024Do Vision and Language Encoders Represent the World Similarly?
- CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
- CVPR 2024Doodle Your 3D: From Abstract Freehand Sketches to Precise 3D Shapes
- CVPR 2024DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer
- CVPR 2024DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
- CVPR 2024E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
- CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
- CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
- CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
- CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
- CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior
- CVPR 2024Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
- CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
- CVPR 2024Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives
- CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
- CVPR 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
- CVPR 2024Elite360D: Towards Efficient 360 Depth Estimation via Semantic- and Distance-Aware Bi-Projection Fusion
- CVPR 2024Enhancing Multimodal Cooperation via Sample-level Modality Valuation
- CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
- CVPR 2024eTraM: Event-based Traffic Monitoring Dataset
- CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
- CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
- CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
- CVPR 2024Event-based Structure-from-Orbit
- CVPR 2024Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
- CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
- CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
- CVPR 2024FADES: Fair Disentanglement with Sensitive Relevance
- CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
- CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
- CVPR 2024Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
- CVPR 2024FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning
- CVPR 2024FedUV: Uniformity and Variance for Heterogeneous Federated Learning
- CVPR 2024FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding
- CVPR 2024FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
- CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
- CVPR 2024Flexible Depth Completion for Sparse and Varying Point Densities
- CVPR 2024FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning
- CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
- CVPR 2024Fusing Personal and Environmental Cues for Identification and Segmentation of First-Person Camera Wearers in Third-Person Views
- CVPR 2024Generalizable Face Landmarking Guided by Conditional Face Warping
- CVPR 2024Generalized Event Cameras
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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.