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 73 of 118

3601. CVPR 2024BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning
3602. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
3603. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
3604. CVPR 2024Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs
3605. CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
3606. CVPR 2024BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
3607. CVPR 2024BiPer: Binary Neural Networks using a Periodic Function
3608. CVPR 2024Blind Image Quality Assessment Based on Geometric Order Learning
3609. CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
3610. CVPR 2024Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach
3611. CVPR 2024BoQ: A Place is Worth a Bag of Learnable Queries
3612. CVPR 2024Brain Decodes Deep Nets
3613. CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
3614. CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
3615. CVPR 2024CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
3616. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
3617. CVPR 2024Capturing Closely Interacted Two-Person Motions with Reaction Priors
3618. CVPR 2024Close Imitation of Expert Retouching for Black-and-White Photography
3619. CVPR 2024COCONut: Modernizing COCO Segmentation
3620. CVPR 2024CoGS: Controllable Gaussian Splatting
3621. CVPR 2024Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline
3622. CVPR 2024Combining Frame and GOP Embeddings for Neural Video Representation
3623. CVPR 2024Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods
3624. CVPR 2024Complementing Event Streams and RGB Frames for Hand Mesh Reconstruction
3625. CVPR 2024Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning
3626. CVPR 2024Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy
3627. CVPR 2024Continual Segmentation with Disentangled Objectness Learning and Class Recognition
3628. CVPR 2024Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
3629. CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
3630. CVPR 2024Cross-spectral Gated-RGB Stereo Depth Estimation
3631. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
3632. CVPR 2024CurveCloudNet: Processing Point Clouds with 1D Structure
3633. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
3634. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
3635. CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
3636. CVPR 2024Data Valuation and Detections in Federated Learning
3637. CVPR 2024Data-Free Quantization via Pseudo-label Filtering
3638. CVPR 2024Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations
3639. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
3640. CVPR 2024DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
3641. CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
3642. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
3643. CVPR 2024Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning
3644. CVPR 2024Detector-Free Structure from Motion
3645. CVPR 2024Dexterous Grasp Transformer
3646. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
3647. CVPR 2024Differentiable Display Photometric Stereo
3648. CVPR 2024DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based Refinement
3649. CVPR 2024Diffusion Models Without Attention
3650. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance

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.