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

1,346 papers, page 11 of 27

501. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
502. ICLR 2024Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice
503. ICLR 2024Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors
504. ICLR 2024New Insight of Variance reduce in Zero-Order Hard-Thresholding: Mitigating Gradient Error and Expansivity Contradictions
505. ICLR 2024Offline RL with Observation Histories: Analyzing and Improving Sample Complexity
506. ICLR 2024On Harmonizing Implicit Subpopulations
507. ICLR 2024On the Joint Interaction of Models, Data, and Features
508. ICLR 2024Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
509. ICLR 2024OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
510. ICLR 2024OWL: A Large Language Model for IT Operations
511. ICLR 2024PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning Optimization
512. ICLR 2024Patched Denoising Diffusion Models For High-Resolution Image Synthesis
513. ICLR 2024PeFLL: Personalized Federated Learning by Learning to Learn
514. ICLR 2024PF-LRM: Pose-Free Large Reconstruction Model for Joint Pose and Shape Prediction
515. ICLR 2024Pooling Image Datasets with Multiple Covariate Shift and Imbalance
516. ICLR 2024Probabilistic Self-supervised Representation Learning via Scoring Rules Minimization
517. ICLR 2024Prometheus: Inducing Fine-Grained Evaluation Capability in Language Models
518. ICLR 2024Proving Test Set Contamination in Black-Box Language Models
519. ICLR 2024Pushing Boundaries: Mixup's Influence on Neural Collapse
520. ICLR 2024Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision
521. ICLR 2024Query-Dependent Prompt Evaluation and Optimization with Offline Inverse RL
522. ICLR 2024Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How
523. ICLR 2024R-MAE: Regions Meet Masked Autoencoders
524. ICLR 2024Realistic Evaluation of Semi-supervised Learning Algorithms in Open Environments
525. ICLR 2024ReMasker: Imputing Tabular Data with Masked Autoencoding
526. ICLR 2024Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning
527. ICLR 2024Repelling Random Walks
528. ICLR 2024RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
529. ICLR 2024Rethinking and Extending the Probabilistic Inference Capacity of GNNs
530. ICLR 2024Rethinking Backdoor Attacks on Dataset Distillation: A Kernel Method Perspective
531. ICLR 2024RETSim: Resilient and Efficient Text Similarity
532. ICLR 2024Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages
533. ICLR 2024Robust NAS under adversarial training: benchmark, theory, and beyond
534. ICLR 2024Rotation Has Two Sides: Evaluating Data Augmentation for Deep One-class Classification
535. ICLR 2024Safe Collaborative Filtering
536. ICLR 2024Scalable Neural Network Kernels
537. ICLR 2024Self-Supervised Dataset Distillation for Transfer Learning
538. ICLR 2024SKILL-MIX: a Flexible and Expandable Family of Evaluations for AI Models
539. ICLR 2024SliceGPT: Compress Large Language Models by Deleting Rows and Columns
540. ICLR 2024SmartPlay : A Benchmark for LLMs as Intelligent Agents
541. ICLR 2024Social Reward: Evaluating and Enhancing Generative AI through Million-User Feedback from an Online Creative Community
542. ICLR 2024SocioDojo: Building Lifelong Analytical Agents with Real-world Text and Time Series
543. ICLR 2024SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents
544. ICLR 2024SpaCE: The Spatial Confounding Environment
545. ICLR 2024STREAM: Spatio-TempoRal Evaluation and Analysis Metric for Video Generative Models
546. ICLR 2024Stylized Offline Reinforcement Learning: Extracting Diverse High-Quality Behaviors from Heterogeneous Datasets
547. ICLR 2024SWE-bench: Can Language Models Resolve Real-world Github Issues?
548. ICLR 2024Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching
549. ICLR 2024TabR: Tabular Deep Learning Meets Nearest Neighbors
550. ICLR 2024Tangent Transformers for Composition,Privacy and Removal

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.