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 20 of 31

951. CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
952. CVPR 2024Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation
953. CVPR 2024Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for Visual Insect Understanding
954. CVPR 2024Insights from the Use of Previously Unseen Neural Architecture Search Datasets
955. CVPR 2024Instance Tracking in 3D Scenes from Egocentric Videos
956. CVPR 2024Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning
957. CVPR 2024Intensity-Robust Autofocus for Spike Camera
958. CVPR 2024Interactive Continual Learning: Fast and Slow Thinking
959. CVPR 2024Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
960. CVPR 2024Inverse Rendering of Glossy Objects via the Neural Plenoptic Function and Radiance Fields
961. CVPR 2024Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
962. CVPR 2024IReNe: Instant Recoloring of Neural Radiance Fields
963. CVPR 2024JRDB-PanoTrack: An Open-world Panoptic Segmentation and Tracking Robotic Dataset in Crowded Human Environments
964. CVPR 2024JRDB-Social: A Multifaceted Robotic Dataset for Understanding of Context and Dynamics of Human Interactions Within Social Groups
965. CVPR 2024KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
966. CVPR 2024KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
967. CVPR 2024LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
968. CVPR 2024LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
969. CVPR 2024Language-conditioned Detection Transformer
970. CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
971. CVPR 2024Learning the 3D Fauna of the Web
972. CVPR 2024Learning to Count without Annotations
973. CVPR 2024Learning to Remove Wrinkled Transparent Film with Polarized Prior
974. CVPR 2024Learning to Segment Referred Objects from Narrated Egocentric Videos
975. CVPR 2024LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising
976. CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
977. CVPR 2024LiDAR-Net: A Real-scanned 3D Point Cloud Dataset for Indoor Scenes
978. CVPR 2024LiveHPS: LiDAR-based Scene-level Human Pose and Shape Estimation in Free Environment
979. CVPR 2024Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It
980. CVPR 2024Long-Tail Class Incremental Learning via Independent Sub-prototype Construction
981. CVPR 2024Loopy-SLAM: Dense Neural SLAM with Loop Closures
982. CVPR 2024Loose Inertial Poser: Motion Capture with IMU-attached Loose-Wear Jacket
983. CVPR 2024LoS: Local Structure-Guided Stereo Matching
984. CVPR 2024LPSNet: End-to-End Human Pose and Shape Estimation with Lensless Imaging
985. CVPR 2024LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels
986. CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
987. CVPR 2024M3-UDA: A New Benchmark for Unsupervised Domain Adaptive Fetal Cardiac Structure Detection
988. CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
989. CVPR 2024MANUS: Markerless Grasp Capture using Articulated 3D Gaussians
990. CVPR 2024MART: Masked Affective RepresenTation Learning via Masked Temporal Distribution Distillation
991. CVPR 2024Masked and Shuffled Blind Spot Denoising for Real-World Images
992. CVPR 2024Matching Anything by Segmenting Anything
993. CVPR 2024MatSynth: A Modern PBR Materials Dataset
994. CVPR 2024MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception
995. CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
996. CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
997. CVPR 2024MemFlow: Optical Flow Estimation and Prediction with Memory
998. CVPR 2024Meta-Point Learning and Refining for Category-Agnostic Pose Estimation
999. CVPR 2024MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model
1000. CVPR 2024Mip-Splatting: Alias-free 3D Gaussian Splatting

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.