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

1,935 papers, page 31 of 39

1501. NeurIPS 2024MedJourney: Benchmark and Evaluation of Large Language Models over Patient Clinical Journey
1502. NeurIPS 2024MemoryFormer : Minimize Transformer Computation by Removing Fully-Connected Layers
1503. NeurIPS 2024Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models
1504. NeurIPS 2024Metric Transforms and Low Rank Representations of Kernels for Fast Attention
1505. NeurIPS 2024Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning
1506. NeurIPS 2024MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens
1507. NeurIPS 2024MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions
1508. NeurIPS 2024Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
1509. NeurIPS 2024MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
1510. NeurIPS 2024MM-WLAuslan: Multi-View Multi-Modal Word-Level Australian Sign Language Recognition Dataset
1511. NeurIPS 2024MmCows: A Multimodal Dataset for Dairy Cattle Monitoring
1512. NeurIPS 2024MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs
1513. NeurIPS 2024MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
1514. NeurIPS 2024MMScan: A Multi-Modal 3D Scene Dataset with Hierarchical Grounded Language Annotations
1515. NeurIPS 2024Mobility-LLM: Learning Visiting Intentions and Travel Preference from Human Mobility Data with Large Language Models
1516. NeurIPS 2024Most Influential Subset Selection: Challenges, Promises, and Beyond
1517. NeurIPS 2024Muharaf: Manuscripts of Handwritten Arabic Dataset for Cursive Text Recognition
1518. NeurIPS 2024Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets
1519. NeurIPS 2024MultiOrg: A Multi-rater Organoid-detection Dataset
1520. NeurIPS 2024MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models
1521. NeurIPS 2024Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
1522. NeurIPS 2024NAVSIM: Data-Driven Non-Reactive Autonomous Vehicle Simulation and Benchmarking
1523. NeurIPS 2024Neural Characteristic Activation Analysis and Geometric Parameterization for ReLU Networks
1524. NeurIPS 2024NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates
1525. NeurIPS 2024No Filter: Cultural and Socioeconomic Diversity in Contrastive Vision-Language Models
1526. NeurIPS 2024Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods
1527. NeurIPS 2024Non-parametric classification via expand-and-sparsify representation
1528. NeurIPS 2024Normalization and effective learning rates in reinforcement learning
1529. NeurIPS 2024Norms for Managing Datasets: A Systematic Review of NeurIPS Datasets
1530. NeurIPS 2024NovoBench: Benchmarking Deep Learning-based \emph{De Novo} Sequencing Methods in Proteomics
1531. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
1532. NeurIPS 2024OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
1533. NeurIPS 2024OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning
1534. NeurIPS 2024OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step
1535. NeurIPS 2024Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
1536. NeurIPS 2024Offline Behavior Distillation
1537. NeurIPS 2024Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression
1538. NeurIPS 2024On Affine Homotopy between Language Encoders
1539. NeurIPS 2024On the cohesion and separability of average-link for hierarchical agglomerative clustering
1540. NeurIPS 2024On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation
1541. NeurIPS 2024On the Effects of Data Scale on UI Control Agents
1542. NeurIPS 2024On the Expressivity and Sample Complexity of Node-Individualized Graph Neural Networks
1543. NeurIPS 2024On the Optimality of Dilated Entropy and Lower Bounds for Online Learning in Extensive-Form Games
1544. NeurIPS 2024On the Stability and Generalization of Meta-Learning
1545. NeurIPS 2024On-Road Object Importance Estimation: A New Dataset and A Model with Multi-Fold Top-Down Guidance
1546. NeurIPS 2024OpenDebateEvidence: A Massive-Scale Argument Mining and Summarization Dataset
1547. NeurIPS 2024OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset
1548. NeurIPS 2024OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction
1549. NeurIPS 2024OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object Tracking
1550. NeurIPS 2024Paloma: A Benchmark for Evaluating Language Model Fit

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.