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

5,852 papers, page 78 of 118

3851. CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
3852. CVPR 2024Relightful Harmonization: Lighting-aware Portrait Background Replacement
3853. CVPR 2024RepAn: Enhanced Annealing through Re-parameterization
3854. CVPR 2024RepKPU: Point Cloud Upsampling with Kernel Point Representation and Deformation
3855. CVPR 2024Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning
3856. CVPR 2024Revisiting Adversarial Training at Scale
3857. CVPR 2024Revisiting Adversarial Training Under Long-Tailed Distributions
3858. CVPR 2024Revisiting Single Image Reflection Removal In the Wild
3859. CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
3860. CVPR 2024Robust Depth Enhancement via Polarization Prompt Fusion Tuning
3861. CVPR 2024Robust Noisy Correspondence Learning with Equivariant Similarity Consistency
3862. CVPR 2024RobustSAM: Segment Anything Robustly on Degraded Images
3863. CVPR 2024Rolling Shutter Correction with Intermediate Distortion Flow Estimation
3864. CVPR 2024SAFDNet: A Simple and Effective Network for Fully Sparse 3D Object Detection
3865. CVPR 2024Scalable 3D Registration via Truncated Entry-wise Absolute Residuals
3866. CVPR 2024Scaled Decoupled Distillation
3867. CVPR 2024ScanFormer: Referring Expression Comprehension by Iteratively Scanning
3868. CVPR 2024SceneFun3D: Fine-Grained Functionality and Affordance Understanding in 3D Scenes
3869. CVPR 2024SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes
3870. CVPR 2024SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching
3871. CVPR 2024See Say and Segment: Teaching LMMs to Overcome False Premises
3872. CVPR 2024SEED-Bench: Benchmarking Multimodal Large Language Models
3873. CVPR 2024Seeing Motion at Nighttime with an Event Camera
3874. CVPR 2024Segment and Caption Anything
3875. CVPR 2024Segment Every Out-of-Distribution Object
3876. CVPR 2024Selective Interpretable and Motion Consistent Privacy Attribute Obfuscation for Action Recognition
3877. CVPR 2024Semantic Line Combination Detector
3878. CVPR 2024SeMoLi: What Moves Together Belongs Together
3879. CVPR 2024Sieve: Multimodal Dataset Pruning using Image Captioning Models
3880. CVPR 2024SIRA: Scalable Inter-frame Relation and Association for Radar Perception
3881. CVPR 2024SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
3882. CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
3883. CVPR 2024SpatialTracker: Tracking Any 2D Pixels in 3D Space
3884. CVPR 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspective
3885. CVPR 2024Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset
3886. CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
3887. CVPR 2024SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
3888. CVPR 2024SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation
3889. CVPR 2024Steerers: A Framework for Rotation Equivariant Keypoint Descriptors
3890. CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
3891. CVPR 2024Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training
3892. CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
3893. CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
3894. CVPR 2024SURE: SUrvey REcipes for building reliable and robust deep networks
3895. CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
3896. CVPR 2024Systematic Comparison of Semi-supervised and Self-supervised Learning for Medical Image Classification
3897. CVPR 2024T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory
3898. CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
3899. CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
3900. CVPR 2024The STVchrono Dataset: Towards Continuous Change Recognition in Time

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.