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 8 of 32

351. ICLR 2025ACTIVE: Offline Reinforcement Learning via Adaptive Imitation and In-sample $V$-Ensemble
352. ICLR 2025Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
353. ICLR 2025ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation
354. ICLR 2025Adversarial Mixup Unlearning
355. ICLR 2025Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
356. ICLR 2025AI Sandbagging: Language Models can Strategically Underperform on Evaluations
357. ICLR 2025AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements
358. ICLR 2025AIR-BENCH 2024: A Safety Benchmark based on Regulation and Policies Specified Risk Categories
359. ICLR 2025Aligned Datasets Improve Detection of Latent Diffusion-Generated Images
360. ICLR 2025Aligning Human Motion Generation with Human Perceptions
361. ICLR 2025ALLaM: Large Language Models for Arabic and English
362. ICLR 2025API Pack: A Massive Multi-Programming Language Dataset for API Call Generation
363. ICLR 2025Are Large Vision Language Models Good Game Players?
364. ICLR 2025Aria-MIDI: A Dataset of Piano MIDI Files for Symbolic Music Modeling
365. ICLR 2025AstroCompress: A benchmark dataset for multi-purpose compression of astronomical data
366. ICLR 2025AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
367. ICLR 2025AutoBencher: Towards Declarative Benchmark Construction
368. ICLR 2025Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks
369. ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
370. ICLR 2025BAMDP Shaping: a Unified Framework for Intrinsic Motivation and Reward Shaping
371. ICLR 2025Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning
372. ICLR 2025Benchmarking Agentic Workflow Generation
373. ICLR 2025Benchmarking LLMs' Judgments with No Gold Standard
374. ICLR 2025Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent
375. ICLR 2025Benchmarking Predictive Coding Networks -- Made Simple
376. ICLR 2025Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset
377. ICLR 2025BenTo: Benchmark Reduction with In-Context Transferability
378. ICLR 2025Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models
379. ICLR 2025Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge
380. ICLR 2025Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
381. ICLR 2025Beyond Random Masking: When Dropout meets Graph Convolutional Networks
382. ICLR 2025Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
383. ICLR 2025BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
384. ICLR 2025BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks
385. ICLR 2025BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics
386. ICLR 2025Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models
387. ICLR 2025BoneMet: An Open Large-Scale Multi-Modal Murine Dataset for Breast Cancer Bone Metastasis Diagnosis and Prognosis
388. ICLR 2025Bonsai: Gradient-free Graph Condensation for Node Classification
389. ICLR 2025Boost Self-Supervised Dataset Distillation via Parameterization, Predefined Augmentation, and Approximation
390. ICLR 2025Bootstrapping Language-Guided Navigation Learning with Self-Refining Data Flywheel
391. ICLR 2025Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature Compensator
392. ICLR 2025Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization
393. ICLR 2025Bridging the Data Provenance Gap Across Text, Speech, and Video
394. ICLR 2025BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
395. ICLR 2025Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences
396. ICLR 2025Calibrating Expressions of Certainty
397. ICLR 2025Can Large Language Models Understand Symbolic Graphics Programs?
398. ICLR 2025Can LLMs Separate Instructions From Data? And What Do We Even Mean By That?
399. ICLR 2025CarbonSense: A Multimodal Dataset and Baseline for Carbon Flux Modelling
400. ICLR 2025CausalRivers - Scaling up benchmarking of causal discovery for real-world time-series

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.