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 8 of 13

351. NeurIPS 2025MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
352. NeurIPS 2025mmWalk: Towards Multi-modal Multi-view Walking Assistance
353. NeurIPS 2025Model Provenance Testing for Large Language Models
354. NeurIPS 2025Model Selection for Off-policy Evaluation: New Algorithms and Experimental Protocol
355. NeurIPS 2025MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing
356. NeurIPS 2025MRSAudio: A Large-Scale Multimodal Recorded Spatial Audio Dataset with Refined Annotations
357. NeurIPS 2025MS-Bench: Evaluating LMMs in Ancient Manuscript Study through a Dunhuang Case Study
358. NeurIPS 2025Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
359. NeurIPS 2025Multi-dataset Joint Pre-training of Emotional EEG Enables Generalizable Affective Computing
360. NeurIPS 2025Multi-step Visual Reasoning with Visual Tokens Scaling and Verification
361. NeurIPS 2025Multi-View Oriented GPLVM: Expressiveness and Efficiency
362. NeurIPS 2025Multiplication-Free Parallelizable Spiking Neurons with Efficient Spatio-Temporal Dynamics
363. NeurIPS 2025MUniverse: A Simulation and Benchmarking Suite for Motor Unit Decomposition
364. NeurIPS 2025MV-CoLight: Efficient Object Compositing with Consistent Lighting and Shadow Generation
365. NeurIPS 2025MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs
366. NeurIPS 2025MyoChallenge 2024: A New Benchmark for Physiological Dexterity and Agility in Bionic Humans
367. NeurIPS 2025NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions
368. NeurIPS 2025Nearly-Linear Time and Massively Parallel Algorithms for $k$-anonymity
369. NeurIPS 2025Nemotron-CLIMB: Clustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training
370. NeurIPS 2025NerfBaselines: Consistent and Reproducible Evaluation of Novel View Synthesis Methods
371. NeurIPS 2025Neural Atlas Graphs for Dynamic Scene Decomposition and Editing
372. NeurIPS 2025Neural Collapse is Globally Optimal in Deep Regularized ResNets and Transformers
373. NeurIPS 2025Neural Networks for Learnable and Scalable Influence Estimation of Instruction Fine-Tuning Data
374. NeurIPS 2025Neural Rule Lists: Learning Discretizations, Rules, and Order in One Go
375. NeurIPS 2025NeuroRenderedFake: A Challenging Benchmark to Detect Fake Images Generated by Advanced Neural Rendering Methods
376. NeurIPS 2025New Parallel and Streaming Algorithms for Directed Densest Subgraph
377. NeurIPS 2025New Perspectives on the Polyak Stepsize: Surrogate Functions and Negative Results
378. NeurIPS 2025NoBOOM: Chemical Process Datasets for Industrial Anomaly Detection
379. NeurIPS 2025NOVA: A Benchmark for Rare Anomaly Localization and Clinical Reasoning in Brain MRI
380. NeurIPS 2025OceanBench: A Benchmark for Data-Driven Global Ocean Forecasting systems
381. NeurIPS 2025OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning
382. NeurIPS 2025Offline imitation learning in $Q^\pi$-realizable MDPs without expert realizability
383. NeurIPS 2025OligoGym: Curated Datasets and Benchmarks for Oligonucleotide Drug Discovery
384. NeurIPS 2025OMEGA: Can LLMs Reason Outside the Box in Math? Evaluating Exploratory, Compositional, and Transformative Generalization
385. NeurIPS 2025OmniBench: Towards The Future of Universal Omni-Language Models
386. NeurIPS 2025OmniFC: Rethinking Federated Clustering via Lossless and Secure Distance Reconstruction
387. NeurIPS 2025OmniZoom: A Universal Plug-and-Play Paradigm for Cross-Device Smooth Zoom Interpolation
388. NeurIPS 2025On Evaluating Policies for Robust POMDPs
389. NeurIPS 2025On Local Limits of Sparse Random Graphs: Color Convergence and the Refined Configuration Model
390. NeurIPS 2025On the Existence and Complexity of Core-Stable Data Exchanges
391. NeurIPS 2025On the Stability and Generalization of Meta-Learning: the Impact of Inner-Levels
392. NeurIPS 2025On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
393. NeurIPS 2025OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation
394. NeurIPS 2025Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents
395. NeurIPS 2025OpenGU: A Comprehensive Benchmark for Graph Unlearning
396. NeurIPS 2025OpenLex3D: A Tiered Benchmark for Open-Vocabulary 3D Scene Representations
397. NeurIPS 2025OpenMMEgo: Enhancing Egocentric Understanding for LMMs with Open Weights and Data
398. NeurIPS 2025OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
399. NeurIPS 2025OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics
400. NeurIPS 2025Optimizing Distributional Geometry Alignment with Optimal Transport for Generative Dataset Distillation

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.