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

419 papers, page 8 of 9

351. ICLR 2025Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows
352. ICLR 2025SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models
353. ICLR 2025Spreading Out-of-Distribution Detection on Graphs
354. ICLR 2025Spurious Forgetting in Continual Learning of Language Models
355. ICLR 2025ST-GCond: Self-supervised and Transferable Graph Dataset Condensation
356. ICLR 2025Stochastic Polyak Step-sizes and Momentum: Convergence Guarantees and Practical Performance
357. ICLR 2025StringLLM: Understanding the String Processing Capability of Large Language Models
358. ICLR 2025Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models
359. ICLR 2025Supervised and Semi-Supervised Diffusion Maps with Label-Driven Diffusion
360. ICLR 2025SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding
361. ICLR 2025SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
362. ICLR 2025SWEb: A Large Web Dataset for the Scandinavian Languages
363. ICLR 2025Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
364. ICLR 2025SysBench: Can LLMs Follow System Message?
365. ICLR 2025TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks
366. ICLR 2025Talking Turns: Benchmarking Audio Foundation Models on Turn-Taking Dynamics
367. ICLR 2025TaskGalaxy: Scaling Multi-modal Instruction Fine-tuning with Tens of Thousands Vision Task Types
368. ICLR 2025TAU-106K: A New Dataset for Comprehensive Understanding of Traffic Accident
369. ICLR 2025TDDBench: A Benchmark for Training data detection
370. ICLR 2025Teaching Human Behavior Improves Content Understanding Abilities Of VLMs
371. ICLR 2025Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning
372. ICLR 2025TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark
373. ICLR 2025TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics
374. ICLR 2025The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited
375. ICLR 2025The KoLMogorov Test: Compression by Code Generation
376. ICLR 2025The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
377. ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
378. ICLR 2025The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
379. ICLR 2025THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS
380. ICLR 2025To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
381. ICLR 2025TODO: Enhancing LLM Alignment with Ternary Preferences
382. ICLR 2025TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
383. ICLR 2025ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models
384. ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
385. ICLR 2025Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
386. ICLR 2025Training on the Test Task Confounds Evaluation and Emergence
387. ICLR 2025Transformer Block Coupling and its Correlation with Generalization in LLMs
388. ICLR 2025Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
389. ICLR 2025UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
390. ICLR 2025Uncovering Gaps in How Humans and LLMs Interpret Subjective Language
391. ICLR 2025Unearthing Skill-level Insights for Understanding Trade-offs of Foundation Models
392. ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
393. ICLR 2025UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
394. ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
395. ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
396. ICLR 2025Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning
397. ICLR 2025VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
398. ICLR 2025Vertical Federated Learning with Missing Features During Training and Inference
399. ICLR 2025VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models
400. ICLR 2025Video Action Differencing

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.