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

1,935 papers, page 4 of 39

151. NeurIPS 2026Distribution Corrected Decision Transformer for Offline Reinforcement Learning with Imbalanced Datasets
152. NeurIPS 2026Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests
153. NeurIPS 2026Do Composed Image Retrieval Benchmarks Require Multimodal Composition?
154. NeurIPS 2026Do LLMs Feel Social Pressure? Locating and Steering Social Desirability Bias in LLMs
155. NeurIPS 2026Do You CARE to Generalize? Extracting Robust Concept Directions from LLMs
156. NeurIPS 2026DocPTBench: Benchmarking End-to-End Photographed Document Parsing and Translation
157. NeurIPS 2026Domain-Conditioned Class Imbalance: Why Global Class Balance Fails Across Domains
158. NeurIPS 2026Doomed to Re-Annotate, Forever: The ImageNet Story
159. NeurIPS 2026DopplerWild: A Doppler Dataset and Benchmark for Human Kinematic Understanding in the Wild
160. NeurIPS 2026Drive vs. Decay: On the Training Dynamics of Joint-Embedding Predictive Architectures
161. NeurIPS 2026Dual Dimensionality for Local and Global Attention
162. NeurIPS 2026Dual-Rate Diffusion: Accelerating diffusion models with an interleaved heavy-light network
163. NeurIPS 2026DualWorldBench: Can Agents Plan Deliveries across Symbolic and Grounded Worlds?
164. NeurIPS 2026DynaCell: an Evaluation Framework for Dynamic 3D Virtual Staining of Live Cells
165. NeurIPS 2026Dynamic k-center clustering with lifetimes
166. NeurIPS 2026Dynamic Model Merging Made Slim
167. NeurIPS 2026Dynamic Treatment on Networks
168. NeurIPS 2026ECG Dataset with Multi-Expert Annotations and Delineations
169. NeurIPS 2026EchoXFlow: A Beamspace Echocardiography Dataset for Cardiac Motion, Flow, and Function
170. NeurIPS 2026ECLIPSE: A Spacecraft Rendezvous Trajectories Dataset with Controlled In-Orbit Lighting Conditions
171. NeurIPS 2026EDITORS Know Your Style! Editing LoRA Subspaces for Stylistic Attribution and Imitation
172. NeurIPS 2026EDMA: Entropy-Driven Multimodal Answering
173. NeurIPS 2026Efficient Benchmarking Is Just Feature Selection and Multiple Regression
174. NeurIPS 2026Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching
175. NeurIPS 2026Efficient evaluation and error pattern discovery for blackbox AI systems
176. NeurIPS 2026Efficient Evaluation of LLM Performance with Statistical Guarantees
177. NeurIPS 2026Efficient Retrosynthesis Prediction with Integral Flow Matching and Latent Inversion
178. NeurIPS 2026EgoBench: An Interactive Egocentric Multimodal Benchmark for Tool-Using Agents
179. NeurIPS 2026EgoSurgHands: An Egocentric 3D Hand Pose Dataset & Benchmark for Open-Surgery Training
180. NeurIPS 2026Emergent Misalignment as Data-Mediated Transfer
181. NeurIPS 2026EpistasisBench: Revealing Structural Limitations of Zero-Shot Protein Language Models
182. NeurIPS 2026Epistemic Pairwise Maximin Share
183. NeurIPS 2026Escaping Path Mirages in Offline Goal-Conditioned Reinforcement Learning
184. NeurIPS 2026Estimating Model-Level Membership Inference Vulnerability Without Reference Models
185. NeurIPS 2026EvalAwareBench: A Benchmark for Measuring Evaluation Awareness in Frontier Language Models
186. NeurIPS 2026Evaluating Compositional Generalization in Transformers: The Role of Composition Equivalence and Module Coverage
187. NeurIPS 2026Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning
188. NeurIPS 2026Evaluating Physical Reasoning in LLM Agents Requires Construction Benchmarks
189. NeurIPS 2026EVALUATION CARDS: An Interpretive Layer for AI Evaluation Reporting
190. NeurIPS 2026Explanation Multiplicity in SHAP: Characterization and Assessment
191. NeurIPS 2026Exploring Starts Are Not Enough: Counterexamples and a Fix for Monte Carlo Exploring Starts
192. NeurIPS 2026Exposing and Mitigating Temporal Attack in Deepfake Video Detection
193. NeurIPS 2026Extending Myerson's Optimal Auctions to Correlated Bidders via Neural Network Interpolation
194. NeurIPS 2026ExtrapAir: Air Quality Inference at Unmonitored Locations via Weather-Bridged Spatial Attention
195. NeurIPS 2026Eyes on VLM: Benchmarking Gaze Following and Social Gaze Prediction in Vision Language Models
196. NeurIPS 2026FacePhys: State of the Heart Learning
197. NeurIPS 2026Failing to Falsify: Evaluating and Mitigating Confirmation Bias in Language Models
198. NeurIPS 2026Fair Bubble Sort: Provably Optimal Fair Ranking with Continuous Sensitive Attributes
199. NeurIPS 2026Fair Range k-Supplier Clustering in Offline and Streaming Models
200. NeurIPS 2026Faithful Embeddings of Irregular and Asynchronous Data for Online Log-NCDEs

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.