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

1,432 papers, page 6 of 29

251. ICLR 2026GraphOmni: A Comprehensive and Extensible Benchmark Framework for Large Language Models on Graph-theoretic Tasks
252. ICLR 2026GraphUniverse: Enabling Systematic Evaluation of Inductive Generalization
253. ICLR 2026Grounding and Enhancing Informativeness and Utility in Dataset Distillation
254. ICLR 2026Grounding Computer Use Agents on Human Demonstrations
255. ICLR 2026GTR-Bench: Evaluating Geo-Temporal Reasoning in Vision-Language Models
256. ICLR 2026GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods
257. ICLR 2026H$^3$GNNs: Harmonizing Heterophily and Homophily in GNNs via Self-Supervised Node Encoding
258. ICLR 2026HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities
259. ICLR 2026HardcoreLogic: Challenging Large Reasoning Models with Long-tail Logic Puzzle Games
260. ICLR 2026HARDTESTGEN: A High-Quality RL Verifier Generation Pipeline for LLM Algorithimic Coding
261. ICLR 2026Harnessing Temporal Databases for Systematic Evaluation of Factual Time-Sensitive Question-Answering in LLMs
262. ICLR 2026Hessian-Enhanced Token Attribution (HETA): Interpreting Autoregressive LLMs
263. ICLR 2026HeurekaBench: A Benchmarking Framework for AI Co-scientist
264. ICLR 2026HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization
265. ICLR 2026Hierarchical Concept-based Interpretable Models
266. ICLR 2026How Do Medical MLLMs Fail? A Study on Visual Grounding in Medical Images
267. ICLR 2026How hard is learning to cut? Trade-offs and sample complexity
268. ICLR 2026How Many Code and Test Cases Are Enough? Evaluating Test Cases Generation from a Binary-Matrix Perspective
269. ICLR 2026How NOT to benchmark your SITE metric: Beyond Static Leaderboards and Towards Realistic Evaluation.
270. ICLR 2026How Reliable is Language Model Micro-Benchmarking?
271. ICLR 2026HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals
272. ICLR 2026HSSBench: Benchmarking Humanities and Social Sciences Ability for Multimodal Large Language Models
273. ICLR 2026Human Behavior Atlas: Benchmarking Unified Psychological And Social Behavior Understanding
274. ICLR 2026Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction
275. ICLR 2026Human Uncertainty-Aware Data Selection and Automatic Labeling in Visual Question Answering
276. ICLR 2026Human-AI Curation Synergy: Scaling Preference Data Curation via Human-Guided AI Feedback
277. ICLR 2026Human-MME: A Holistic Evaluation Benchmark for Human-Centric Multimodal Large Language Models
278. ICLR 2026HumanPCR: Probing MLLM Capabilities in Diverse Human-Centric Scenes
279. ICLR 2026HUME: Measuring the Human-Model Performance Gap in Text Embedding Tasks
280. ICLR 2026Ice Cream Doesn’t Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference
281. ICLR 2026ICYM2I: The illusion of multimodal informativeness under missingness
282. ICLR 2026IF-VidCap: Can Video Caption Models Follow Instructions?
283. ICLR 2026Image Quality Assessment for Embodied AI
284. ICLR 2026ImagenWorld: Stress-Testing Image Generation Models with Explainable Human Evaluation on Open-ended Real-World Tasks
285. ICLR 2026ImpossibleBench: Measuring LLMs' Propensity of Exploiting Test Cases
286. ICLR 2026InclusiveVidPose: Bridging the Pose Estimation Gap for Individuals with Limb Deficiencies in Video-Based Motion
287. ICLR 2026Inconsistency Biases in Dynamic Data Pruning
288. ICLR 2026InfoDet: A Dataset for Infographic Element Detection
289. ICLR 2026InfoMosaic-Bench: Evaluating Multi-Source Information Seeking in Tool-Augmented Agents
290. ICLR 2026Initialization Schemes for Kolmogorov–Arnold Networks: An Empirical Study
291. ICLR 2026InnoGym: Benchmarking the Innovation Potential of AI Agents
292. ICLR 2026InnovatorBench: Evaluating Agents’ Ability to Conduct Innovative AI Research
293. ICLR 2026Interactive Agents to Overcome Underspecificity in Software Engineering
294. ICLR 2026Interference-Isolated Elastic Weight Consolidation and Knowledge Calibration for Incremental Object Detection
295. ICLR 2026Internal Evaluation of Density-Based Clusterings with Noise
296. ICLR 2026InternSpatial: A Comprehensive Dataset for Spatial Reasoning in Vision-Language Models
297. ICLR 2026InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models
298. ICLR 2026Intrinsic Lorentz Neural Network
299. ICLR 2026Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions?
300. ICLR 2026Is Graph Unlearning Ready for Practice? A Benchmark on Efficiency, Utility, and Forgetting

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.