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

1,582 papers, page 26 of 32

1251. NeurIPS 2025Long-term Intracortical Neural activity and Kinematics (LINK): An intracortical neural dataset for chronic brain-machine interfaces, neuroscience, and machine learning
1252. NeurIPS 2025LT-Soups: Bridging Head and Tail Classes via Subsampled Model Soups
1253. NeurIPS 2025LTD-Bench: Evaluating Large Language Models by Letting Them Draw
1254. NeurIPS 2025Mars-Bench: A Benchmark for Evaluating Foundation Models for Mars Science Tasks
1255. NeurIPS 2025MARS-VFL: A Unified Benchmark for Vertical Federated Learning with Realistic Evaluation
1256. NeurIPS 2025Massive Sound Embedding Benchmark (MSEB)
1257. NeurIPS 2025Matchings Under Biased and Correlated Evaluations
1258. NeurIPS 2025MathArena: Evaluating LLMs on Uncontaminated Math Competitions
1259. NeurIPS 2025Measuring AI Ability to Complete Long Software Tasks
1260. NeurIPS 2025Measuring Fingerprints of Web-filtered Text Datasets and Fingerprint Propagation Through Training
1261. NeurIPS 2025Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab
1262. NeurIPS 2025Measuring what Matters: Construct Validity in Large Language Model Benchmarks
1263. NeurIPS 2025MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks
1264. NeurIPS 2025MedChain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence
1265. NeurIPS 2025MedicalNarratives: Connecting Medical Vision and Language with Localized Narratives
1266. NeurIPS 2025MedMax: Mixed-Modal Instruction Tuning for Training Biomedical Assistants
1267. NeurIPS 2025MedSG-Bench: A Benchmark for Medical Image Sequences Grounding
1268. NeurIPS 2025MergeBench: A Benchmark for Merging Domain-Specialized LLMs
1269. NeurIPS 2025MERIT: Multilingual Semantic Retrieval with Interleaved Multi-Condition Query
1270. NeurIPS 2025Merlin L48 Spectrogram Dataset
1271. NeurIPS 2025Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex
1272. NeurIPS 2025Metritocracy: Representative Metrics for Lite Benchmarks
1273. NeurIPS 2025MimeQA: Towards Socially-Intelligent Nonverbal Foundation Models
1274. NeurIPS 2025Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge
1275. NeurIPS 2025MindGYM: What Matters in Question Synthesis for Thinking-Centric Fine-Tuning?
1276. NeurIPS 2025MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning
1277. NeurIPS 2025MIR-Bench: Can Your LLM Recognize Complicated Patterns via Many-Shot In-Context Reasoning?
1278. NeurIPS 2025MIRAGE: A Benchmark for Multimodal Information-Seeking and Reasoning in Agricultural Expert-Guided Conversations
1279. NeurIPS 2025Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation Engineering
1280. NeurIPS 2025Mitigating Occlusions in Virtual Try-On via A Simple-Yet-Effective Mask-Free Framework
1281. NeurIPS 2025ML4CFD Competition: Results and Retrospective Analysis
1282. NeurIPS 2025ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs
1283. NeurIPS 2025MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering
1284. NeurIPS 2025MLLM-ISU: The First-Ever Comprehensive Benchmark for Multimodal Large Language Models based Intrusion Scene Understanding
1285. NeurIPS 2025MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research
1286. NeurIPS 2025MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?
1287. NeurIPS 2025MM-OPERA: Benchmarking Open-ended Association Reasoning for Large Vision-Language Models
1288. NeurIPS 2025MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
1289. NeurIPS 2025MMCSBench: A Fine-Grained Benchmark for Large Vision-Language Models in Camouflage Scenes
1290. NeurIPS 2025MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models
1291. NeurIPS 2025MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models
1292. NeurIPS 2025MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly
1293. NeurIPS 2025MMOT: The First Challenging Benchmark for Drone-based Multispectral Multi-Object Tracking
1294. NeurIPS 2025MMPB: It’s Time for Multi-Modal Personalization
1295. NeurIPS 2025MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness
1296. NeurIPS 2025MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
1297. NeurIPS 2025mmWalk: Towards Multi-modal Multi-view Walking Assistance
1298. NeurIPS 2025Model Provenance Testing for Large Language Models
1299. NeurIPS 2025Model Selection for Off-policy Evaluation: New Algorithms and Experimental Protocol
1300. NeurIPS 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing

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.