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 9 of 13

401. NeurIPS 2025ORBIT - Open Recommendation Benchmark for Reproducible Research with Hidden Tests
402. NeurIPS 2025OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodata
403. NeurIPS 2025OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding
404. NeurIPS 2025OverLayBench: A Benchmark for Layout-to-Image Generation with Dense Overlaps
405. NeurIPS 2025OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models
406. NeurIPS 2025PAC-Bayes Bounds for Multivariate Linear Regression and Linear Autoencoders
407. NeurIPS 2025PANORAMA: A Dataset and Benchmarks Capturing Decision Trails and Rationales in Patent Examination
408. NeurIPS 2025PanTS: The Pancreatic Tumor Segmentation Dataset
409. NeurIPS 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers
410. NeurIPS 2025PARALLELPROMPT: Extracting Parallelism from Large Language Model Queries
411. NeurIPS 2025PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
412. NeurIPS 2025PartNeXt: A Next-Generation Dataset for Fine-Grained and Hierarchical 3D Part Understanding
413. NeurIPS 2025PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis
414. NeurIPS 2025PF∆: A Benchmark Dataset for Power Flow under Load, Generation, and Topology Variations
415. NeurIPS 2025PHANTOM: A Benchmark for Hallucination Detection in Financial Long-Context QA
416. NeurIPS 2025PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
417. NeurIPS 2025PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly
418. NeurIPS 2025PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoring
419. NeurIPS 2025PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors
420. NeurIPS 2025PLEIADES: Building Temporal Kernels with Orthogonal Polynomials
421. NeurIPS 2025PolarQuant: Leveraging Polar Transformation for Key Cache Quantization and Decoding Acceleration
422. NeurIPS 2025PolyGuard: Massive Multi-Domain Safety Policy-Grounded Guardrail Dataset
423. NeurIPS 2025PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
424. NeurIPS 2025PolypSense3D: A Multi-Source Benchmark Dataset for Depth-Aware Polyp Size Measurement in Endoscopy
425. NeurIPS 2025Position: Benchmarking is Broken - Don't Let AI be Its Own Judge
426. NeurIPS 2025Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track
427. NeurIPS 2025Predicting Empirical AI Research Outcomes with Language Models
428. NeurIPS 2025PRING: Rethinking Protein-Protein Interaction Prediction from Pairs to Graphs
429. NeurIPS 2025Probably Approximately Precision and Recall Learning
430. NeurIPS 2025Progressive Data Dropout: An Embarrassingly Simple Approach to Train Faster
431. NeurIPS 2025ProteinConformers: Benchmark Dataset for Simulating Protein Conformational Landscape Diversity and Plausibility
432. NeurIPS 2025Protocols for Verifying Smooth Strategies in Bandits and Games
433. NeurIPS 2025PSBench: a large-scale benchmark for estimating the accuracy of protein complex structural models
434. NeurIPS 2025PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions
435. NeurIPS 2025PSMBench: A Benchmark and Dataset for Evaluating LLMs Extraction of Protocol State Machines from RFC Specifications
436. NeurIPS 2025PUO-Bench: A Panel Understanding and Operation Benchmark with A Privacy-Preserving Framework
437. NeurIPS 2025QCircuitBench: A Large-Scale Dataset for Benchmarking Quantum Algorithm Design
438. NeurIPS 2025Quantifying Generalisation in Imitation Learning
439. NeurIPS 2025QUT-DV25: A Dataset for Dynamic Analysis of Next-Gen Software Supply Chain Attacks
440. NeurIPS 2025R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization
441. NeurIPS 2025RAM-W600: A Multi-Task Wrist Dataset and Benchmark for Rheumatoid Arthritis
442. NeurIPS 2025Random Search Neural Networks for Efficient and Expressive Graph Learning
443. NeurIPS 2025RBench-V: A Primary Assessment for Visual Reasoning Models with Multimodal Outputs
444. NeurIPS 2025RDB2G-Bench: A Comprehensive Benchmark for Automatic Graph Modeling of Relational Databases
445. NeurIPS 2025REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites
446. NeurIPS 2025Reasoning Gym: Reasoning Environments for Reinforcement Learning with Verifiable Rewards
447. NeurIPS 2025Reconciling Geospatial Prediction and Retrieval via Sparse Representations
448. NeurIPS 2025Rectified Point Flow: Generic Point Cloud Pose Estimation
449. NeurIPS 2025Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation
450. NeurIPS 2025REFED: A Subject Real-time Dynamic Labeled EEG-fNIRS Synchronized Recorded Emotion Dataset

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.