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

637 papers, page 11 of 13

501. NeurIPS 2025Simple and Optimal Sublinear Algorithms for Mean Estimation
502. NeurIPS 2025Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models
503. NeurIPS 2025Simultaneous Statistical Inference for Off-Policy Evaluation in Reinforcement Learning
504. NeurIPS 2025Situat3DChange: Situated 3D Change Understanding Dataset for Multimodal Large Language Model
505. NeurIPS 2025SkyLadder: Better and Faster Pretraining via Context Window Scheduling
506. NeurIPS 2025SmokeViz: A Large-Scale Satellite Dataset for Wildfire Smoke Detection and Segmentation
507. NeurIPS 2025SNEAKDOOR: Stealthy Backdoor Attacks against Distribution Matching-based Dataset Condensation
508. NeurIPS 2025Solving Inequality Proofs with Large Language Models
509. NeurIPS 2025Solving Partial Differential Equations via Radon Neural Operator
510. NeurIPS 2025Spark Transformer: Reactivating Sparsity in Transformer FFN and Attention
511. NeurIPS 2025Sparse Gaussian Processes: Structured Approximations and Power-EP Revisited
512. NeurIPS 2025Spectral Graph Coarsening Using Inner Product Preservation and the Grassmann Manifold
513. NeurIPS 2025SpEx: A Spectral Approach to Explainable Clustering
514. NeurIPS 2025SPFL: Sequential updates with Parallel aggregation for Enhanced Federated Learning under Category and Domain Shifts
515. NeurIPS 2025SplashNet: Split‑and‑Share Encoders for Accurate and Efficient Typing with Surface Electromyography
516. NeurIPS 2025SSRB: Direct Natural Language Querying to Massive Heterogeneous Semi-Structured Data
517. NeurIPS 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generation
518. NeurIPS 2025Stable Minima of ReLU Neural Networks Suffer from the Curse of Dimensionality: The Neural Shattering Phenomenon
519. NeurIPS 2025STACI: Spatio-Temporal Aleatoric Conformal Inference
520. NeurIPS 2025STAR: A Benchmark for Astronomical Star Fields Super-Resolution
521. NeurIPS 2025STARC-9: A Large-scale Dataset for Multi-Class Tissue Classification for CRC Histopathology
522. NeurIPS 2025STEER-ME: Assessing the Microeconomic Reasoning of Large Language Models
523. NeurIPS 2025STEP: A Unified Spiking Transformer Evaluation Platform for Fair and Reproducible Benchmarking
524. NeurIPS 2025Stop DDoS Attacking the Research Community with AI-Generated Survey Papers
525. NeurIPS 2025Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models
526. NeurIPS 2025STSBench: A Large-Scale Dataset for Modeling Neuronal Activity in the Dorsal Stream of Primate Visual Cortex
527. NeurIPS 2025STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving
528. NeurIPS 2025SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models
529. NeurIPS 2025Surprise3D: A Dataset for Spatial Understanding and Reasoning in Complex 3D Scenes
530. NeurIPS 2025SutureBot: A Precision Framework & Benchmark For Autonomous End-to-End Suturing
531. NeurIPS 2025SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem
532. NeurIPS 2025SWE-bench Goes Live!
533. NeurIPS 2025SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents
534. NeurIPS 2025SWE-smith: Scaling Data for Software Engineering Agents
535. NeurIPS 2025SwitchLingua: The First Large-Scale Multilingual and Multi-Ethnic Code-Switching Dataset
536. NeurIPS 2025Synergistic Tensor and Pipeline Parallelism
537. NeurIPS 2025T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning
538. NeurIPS 2025T1: A Tool-Oriented Conversational Dataset for Multi-Turn Agentic Planning
539. NeurIPS 2025TabArena: A Living Benchmark for Machine Learning on Tabular Data
540. NeurIPS 2025TaiwanVQA: Benchmarking and Enhancing Cultural Understanding in Vision-Language Models
541. NeurIPS 2025TalkCuts: A Large-Scale Dataset for Multi-Shot Human Speech Video Generation
542. NeurIPS 2025TAPAS: Datasets for Learning the Learning with Errors Problem
543. NeurIPS 2025Tapered Off-Policy REINFORCE - Stable and efficient reinforcement learning for large language models
544. NeurIPS 2025TAPVid-360: Tracking Any Point in 360 from Narrow Field of View Video
545. NeurIPS 2025TCM-Ladder: A Benchmark for Multimodal Question Answering on Traditional Chinese Medicine
546. NeurIPS 2025Tensor Decomposition Networks for Accelerating Machine Learning Force Field Computations
547. NeurIPS 2025Tensor Product Attention Is All You Need
548. NeurIPS 2025Tensor-Parallelism with Partially Synchronized Activations
549. NeurIPS 2025The Best Instruction-Tuning Data are Those That Fit
550. NeurIPS 2025The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text

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.