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

1,346 papers, page 8 of 27

351. CVPR 2024Ungeneralizable Examples
352. CVPR 2024UniDepth: Universal Monocular Metric Depth Estimation
353. CVPR 2024Unifying Correspondence Pose and NeRF for Generalized Pose-Free Novel View Synthesis
354. CVPR 2024Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
355. CVPR 2024UniPT: Universal Parallel Tuning for Transfer Learning with Efficient Parameter and Memory
356. CVPR 2024UniVS: Unified and Universal Video Segmentation with Prompts as Queries
357. CVPR 2024Unsupervised Feature Learning with Emergent Data-Driven Prototypicality
358. CVPR 2024Utility-Fairness Trade-Offs and How to Find Them
359. CVPR 2024VAREN: Very Accurate and Realistic Equine Network
360. CVPR 2024Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation
361. CVPR 2024View-decoupled Transformer for Person Re-identification under Aerial-ground Camera Network
362. CVPR 2024VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning
363. CVPR 2024What How and When Should Object Detectors Update in Continually Changing Test Domains?
364. CVPR 2024When Visual Grounding Meets Gigapixel-level Large-scale Scenes: Benchmark and Approach
365. ICLR 2024"What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection
366. ICLR 2024$\alpha$TC-VAE: On the relationship between Disentanglement and Diversity
367. ICLR 2024$\pi$2vec: Policy Representation with Successor Features
368. ICLR 2024$t^3$-Variational Autoencoder: Learning Heavy-tailed Data with Student's t and Power Divergence
369. ICLR 2024A Benchmark for Learning to Translate a New Language from One Grammar Book
370. ICLR 2024A Benchmark Study on Calibration
371. ICLR 2024A Newborn Embodied Turing Test for Comparing Object Segmentation Across Animals and Machines
372. ICLR 2024A Simple and Effective Pruning Approach for Large Language Models
373. ICLR 2024A Unified and General Framework for Continual Learning
374. ICLR 2024Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks
375. ICLR 2024Achieving Human Parity in Content-Grounded Datasets Generation
376. ICLR 2024ADOPD: A Large-Scale Document Page Decomposition Dataset
377. ICLR 2024AgentBench: Evaluating LLMs as Agents
378. ICLR 2024Alice Benchmarks: Connecting Real World Re-Identification with the Synthetic
379. ICLR 2024An Extensible Framework for Open Heterogeneous Collaborative Perception
380. ICLR 2024An Investigation of Representation and Allocation Harms in Contrastive Learning
381. ICLR 2024Are Models Biased on Text without Gender-related Language?
382. ICLR 2024Asymptotically Free Sketched Ridge Ensembles: Risks, Cross-Validation, and Tuning
383. ICLR 2024Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models
384. ICLR 2024Behaviour Distillation
385. ICLR 2024Benchmarking Algorithms for Federated Domain Generalization
386. ICLR 2024BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks
387. ICLR 2024Beyond task performance: evaluating and reducing the flaws of large multimodal models with in-context-learning
388. ICLR 2024Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis
389. ICLR 2024BooookScore: A systematic exploration of book-length summarization in the era of LLMs
390. ICLR 2024Bridging Neural and Symbolic Representations with Transitional Dictionary Learning
391. ICLR 2024Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs
392. ICLR 2024Can Transformers Capture Spatial Relations between Objects?
393. ICLR 2024Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder
394. ICLR 2024CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery
395. ICLR 2024CCIL: Continuity-Based Data Augmentation for Corrective Imitation Learning
396. ICLR 2024Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning
397. ICLR 2024CIFAR-10-Warehouse: Broad and More Realistic Testbeds in Model Generalization Analysis
398. ICLR 2024CircuitNet 2.0: An Advanced Dataset for Promoting Machine Learning Innovations in Realistic Chip Design Environment
399. ICLR 2024Closing the Gap between TD Learning and Supervised Learning - A Generalisation Point of View.
400. ICLR 2024COCO-Periph: Bridging the Gap Between Human and Machine Perception in the Periphery

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.