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 24 of 29

1151. ICLR 2024Improved algorithm and bounds for successive projection
1152. ICLR 2024Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data
1153. ICLR 2024Improving Offline RL by Blending Heuristics
1154. ICLR 2024Inner Classifier-Free Guidance and Its Taylor Expansion for Diffusion Models
1155. ICLR 2024InstructDET: Diversifying Referring Object Detection with Generalized Instructions
1156. ICLR 2024InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation
1157. ICLR 2024InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
1158. ICLR 2024Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
1159. ICLR 2024KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval
1160. ICLR 2024KoLA: Carefully Benchmarking World Knowledge of Large Language Models
1161. ICLR 2024Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models
1162. ICLR 2024Language Model Cascades: Token-Level Uncertainty And Beyond
1163. ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
1164. ICLR 2024Large Language Models Are Not Robust Multiple Choice Selectors
1165. ICLR 2024Large Language Models as Automated Aligners for benchmarking Vision-Language Models
1166. ICLR 2024Layer-wise linear mode connectivity
1167. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
1168. ICLR 2024Learning from Sparse Offline Datasets via Conservative Density Estimation
1169. ICLR 2024Learning Over Molecular Conformer Ensembles: Datasets and Benchmarks
1170. ICLR 2024Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation
1171. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals
1172. ICLR 2024Light-MILPopt: Solving Large-scale Mixed Integer Linear Programs with Lightweight Optimizer and Small-scale Training Dataset
1173. ICLR 2024LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses
1174. ICLR 2024LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
1175. ICLR 2024LoTa-Bench: Benchmarking Language-oriented Task Planners for Embodied Agents
1176. ICLR 2024Measuring Vision-Language STEM Skills of Neural Models
1177. ICLR 2024MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
1178. ICLR 2024MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
1179. ICLR 2024MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback
1180. ICLR 2024MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
1181. ICLR 2024Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
1182. ICLR 2024Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
1183. ICLR 2024Momentum Benefits Non-iid Federated Learning Simply and Provably
1184. ICLR 2024MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction Following
1185. ICLR 2024Multisize Dataset Condensation
1186. ICLR 2024MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning
1187. ICLR 2024MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data
1188. ICLR 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace
1189. ICLR 2024NEFTune: Noisy Embeddings Improve Instruction Finetuning
1190. ICLR 2024Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning
1191. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
1192. ICLR 2024Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice
1193. ICLR 2024Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors
1194. ICLR 2024New Insight of Variance reduce in Zero-Order Hard-Thresholding: Mitigating Gradient Error and Expansivity Contradictions
1195. ICLR 2024Offline RL with Observation Histories: Analyzing and Improving Sample Complexity
1196. ICLR 2024On Harmonizing Implicit Subpopulations
1197. ICLR 2024On the Joint Interaction of Models, Data, and Features
1198. ICLR 2024Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
1199. ICLR 2024OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
1200. ICLR 2024OWL: A Large Language Model for IT Operations

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.