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

5,852 papers, page 64 of 118

3151. NeurIPS 2025Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360° Firefighting Video
3152. NeurIPS 2025Fixing It in Post: A Comparative Study of LLM Post-Training Data Quality and Model Performance
3153. NeurIPS 2025FlareX: A Physics-Informed Dataset for Lens Flare Removal via 2D Synthesis and 3D Rendering
3154. NeurIPS 2025FLiP: Towards Comprehensive and Reliable Evaluation of Federated Prompt Learning
3155. NeurIPS 2025Flow Matching Neural Processes
3156. NeurIPS 2025FlySearch: Exploring how vision-language models explore
3157. NeurIPS 2025ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization
3158. NeurIPS 2025Fostering the Ecosystem of AI for Social Impact Requires Expanding and Strengthening Evaluation Standards
3159. NeurIPS 2025FraPPE: Fast and Efficient Preference-Based Pure Exploration
3160. NeurIPS 2025FreeInv: Free Lunch for Improving DDIM Inversion
3161. NeurIPS 2025FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents
3162. NeurIPS 2025From Flatland to Space: Teaching Vision-Language Models to Perceive and Reason in 3D
3163. NeurIPS 2025Fully Autonomous Neuromorphic Navigation and Dynamic Obstacle Avoidance
3164. NeurIPS 2025Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free
3165. NeurIPS 2025GC4NC: A Benchmark Framework for Graph Condensation on Node Classification with New Insights
3166. NeurIPS 2025Generalization Bound of Gradient Flow through Training Trajectory and Data-dependent Kernel
3167. NeurIPS 2025Generalizing Verifiable Instruction Following
3168. NeurIPS 2025GenSpace: Benchmarking Spatially-Aware Image Generation
3169. NeurIPS 2025GeoLLaVA-8K: Scaling Remote-Sensing Multimodal Large Language Models to 8K Resolution
3170. NeurIPS 2025GlobalTomo: A global dataset for physics-ML seismic wavefield modeling and FWI
3171. NeurIPS 2025GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data
3172. NeurIPS 2025GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction
3173. NeurIPS 2025GS2E: Gaussian Splatting is an Effective Data Generator for Event Stream Generation
3174. NeurIPS 2025GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents
3175. NeurIPS 2025GTPBD: A Fine-Grained Global Terraced Parcel and Boundary Dataset
3176. NeurIPS 2025GUARD: Constructing Realistic Two-Player Matrix and Security Games for Benchmarking Game-Theoretic Algorithms
3177. NeurIPS 2025Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning
3178. NeurIPS 2025HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks
3179. NeurIPS 2025HelpSteer3-Preference: Open Human-Annotated Preference Data across Diverse Tasks and Languages
3180. NeurIPS 2025HO-Cap: A Capture System and Dataset for 3D Reconstruction and Pose Tracking of Hand-Object Interaction
3181. NeurIPS 2025HoloLLM: Multisensory Foundation Model for Language-Grounded Human Sensing and Reasoning
3182. NeurIPS 2025Horizon Reduction Makes RL Scalable
3183. NeurIPS 2025HouseLayout3D: A Benchmark and Training-free Baseline for 3D Layout Estimation in the Wild
3184. NeurIPS 2025How Benchmark Prediction from Fewer Data Misses the Mark
3185. NeurIPS 2025Hybrid-Collaborative Augmentation and Contrastive Sample Adaptive-Differential Awareness for Robust Attributed Graph Clustering
3186. NeurIPS 2025HybridNorm: Towards Stable and Efficient Transformer Training via Hybrid Normalization
3187. NeurIPS 2025Hyperbolic Dataset Distillation
3188. NeurIPS 2025Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs
3189. NeurIPS 2025ICPC-Eval: Probing the Frontiers of LLM Reasoning with Competitive Programming Contests
3190. NeurIPS 2025ImgEdit: A Unified Image Editing Dataset and Benchmark
3191. NeurIPS 2025Impact of Layer Norm on Memorization and Generalization in Transformers
3192. NeurIPS 2025Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay
3193. NeurIPS 2025Improving Deep Learning for Accelerated MRI With Data Filtering
3194. NeurIPS 2025Improving planning and MBRL with temporally-extended actions
3195. NeurIPS 2025Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal Inference
3196. NeurIPS 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting
3197. NeurIPS 2025Incremental Sequence Classification with Temporal Consistency
3198. NeurIPS 2025IndEgo: A Dataset of Industrial Scenarios and Collaborative Work for Egocentric Assistants
3199. NeurIPS 2025IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
3200. NeurIPS 2025InFlux: A Benchmark for Self-Calibration of Dynamic Intrinsics of Video Cameras

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.