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 4 of 9

151. ICLR 2025GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning
152. ICLR 2025Going Beyond Feature Similarity: Effective Dataset distillation based on Class-aware Conditional Mutual Information
153. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
154. ICLR 2025Graph-based Document Structure Analysis
155. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
156. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
157. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
158. ICLR 2025Group Distributionally Robust Dataset Distillation with Risk Minimization
159. ICLR 2025GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinement
160. ICLR 2025GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
161. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
162. ICLR 2025HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics
163. ICLR 2025Harnessing Webpage UIs for Text-Rich Visual Understanding
164. ICLR 2025Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint
165. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
166. ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
167. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
168. ICLR 2025Herald: A Natural Language Annotated Lean 4 Dataset
169. ICLR 2025HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts
170. ICLR 2025How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension
171. ICLR 2025How efficient is LLM-generated code? A rigorous & high-standard benchmark
172. ICLR 2025How Far Are We from True Unlearnability?
173. ICLR 2025How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
174. ICLR 2025How new data permeates LLM knowledge and how to dilute it
175. ICLR 2025How to Evaluate Reward Models for RLHF
176. ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
177. ICLR 2025HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting
178. ICLR 2025Human Simulacra: Benchmarking the Personification of Large Language Models
179. ICLR 2025HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere
180. ICLR 2025IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminations
181. ICLR 2025IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning
182. ICLR 2025ILLUSION: Unveiling Truth with a Comprehensive Multi-Modal, Multi-Lingual Deepfake Dataset
183. ICLR 2025ImpScore: A Learnable Metric For Quantifying The Implicitness Level of Sentences
184. ICLR 2025Imputation for prediction: beware of diminishing returns.
185. ICLR 2025INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
186. ICLR 2025InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation
187. ICLR 2025InstaSHAP: Interpretable Additive Models Explain Shapley Values Instantly
188. ICLR 2025Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy
189. ICLR 2025Integrative Decoding: Improving Factuality via Implicit Self-consistency
190. ICLR 2025Intent3D: 3D Object Detection in RGB-D Scans Based on Human Intention
191. ICLR 2025Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment
192. ICLR 2025Inverse Constitutional AI: Compressing Preferences into Principles
193. ICLR 2025InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences
194. ICLR 2025Is Large-scale Pretraining the Secret to Good Domain Generalization?
195. ICLR 2025JPEG Inspired Deep Learning
196. ICLR 2025JudgeBench: A Benchmark for Evaluating LLM-Based Judges
197. ICLR 2025JudgeLM: Fine-tuned Large Language Models are Scalable Judges
198. ICLR 2025Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge
199. ICLR 2025K-HALU: Multiple Answer Korean Hallucination Benchmark for Large Language Models
200. ICLR 2025Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition

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.