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 18 of 31

851. CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
852. CVPR 2024Cross-spectral Gated-RGB Stereo Depth Estimation
853. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
854. CVPR 2024CurveCloudNet: Processing Point Clouds with 1D Structure
855. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
856. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
857. CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
858. CVPR 2024Data Valuation and Detections in Federated Learning
859. CVPR 2024Data-Free Quantization via Pseudo-label Filtering
860. CVPR 2024Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations
861. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
862. CVPR 2024DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
863. CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
864. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
865. CVPR 2024Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning
866. CVPR 2024Detector-Free Structure from Motion
867. CVPR 2024Dexterous Grasp Transformer
868. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
869. CVPR 2024Differentiable Display Photometric Stereo
870. CVPR 2024DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based Refinement
871. CVPR 2024Diffusion Models Without Attention
872. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance
873. CVPR 2024DiffusionLight: Light Probes for Free by Painting a Chrome Ball
874. CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
875. CVPR 2024DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
876. CVPR 2024DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF
877. CVPR 2024Distilled Datamodel with Reverse Gradient Matching
878. CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
879. CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
880. CVPR 2024DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision
881. CVPR 2024Do Vision and Language Encoders Represent the World Similarly?
882. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
883. CVPR 2024Doodle Your 3D: From Abstract Freehand Sketches to Precise 3D Shapes
884. CVPR 2024DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer
885. CVPR 2024DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
886. CVPR 2024E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
887. CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
888. CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
889. CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
890. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
891. CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior
892. CVPR 2024Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
893. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
894. CVPR 2024Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives
895. CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
896. CVPR 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
897. CVPR 2024Elite360D: Towards Efficient 360 Depth Estimation via Semantic- and Distance-Aware Bi-Projection Fusion
898. CVPR 2024Enhancing Multimodal Cooperation via Sample-level Modality Valuation
899. CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
900. CVPR 2024eTraM: Event-based Traffic Monitoring Dataset

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.