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 19 of 31

901. CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
902. CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
903. CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
904. CVPR 2024Event-based Structure-from-Orbit
905. CVPR 2024Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
906. CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
907. CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
908. CVPR 2024FADES: Fair Disentanglement with Sensitive Relevance
909. CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
910. CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
911. CVPR 2024Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
912. CVPR 2024FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning
913. CVPR 2024FedUV: Uniformity and Variance for Heterogeneous Federated Learning
914. CVPR 2024FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding
915. CVPR 2024FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
916. CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
917. CVPR 2024Flexible Depth Completion for Sparse and Varying Point Densities
918. CVPR 2024FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning
919. CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
920. CVPR 2024Fusing Personal and Environmental Cues for Identification and Segmentation of First-Person Camera Wearers in Third-Person Views
921. CVPR 2024Generalizable Face Landmarking Guided by Conditional Face Warping
922. CVPR 2024Generalized Event Cameras
923. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
924. CVPR 2024GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
925. CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
926. CVPR 2024GLaMM: Pixel Grounding Large Multimodal Model
927. CVPR 2024Global and Hierarchical Geometry Consistency Priors for Few-shot NeRFs in Indoor Scenes
928. CVPR 2024Global and Local Prompts Cooperation via Optimal Transport for Federated Learning
929. CVPR 2024Global Latent Neural Rendering
930. CVPR 2024GraCo: Granularity-Controllable Interactive Segmentation
931. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
932. CVPR 2024GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
933. CVPR 2024Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigation
934. CVPR 2024HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
935. CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
936. CVPR 2024HardMo: A Large-Scale Hardcase Dataset for Motion Capture
937. CVPR 2024HashPoint: Accelerated Point Searching and Sampling for Neural Rendering
938. CVPR 2024Hierarchical Correlation Clustering and Tree Preserving Embedding
939. CVPR 2024Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
940. CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
941. CVPR 2024HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields
942. CVPR 2024HOIST-Former: Hand-held Objects Identification Segmentation and Tracking in the Wild
943. CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
944. CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
945. CVPR 2024How Far Can We Compress Instant-NGP-Based NeRF?
946. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
947. CVPR 2024iKUN: Speak to Trackers without Retraining
948. CVPR 2024Implicit Event-RGBD Neural SLAM
949. CVPR 2024Improving Generalization via Meta-Learning on Hard Samples
950. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps

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.