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 23 of 39

1101. NeurIPS 2025Scalable Evaluation and Neural Models for Compositional Generalization
1102. NeurIPS 2025Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis
1103. NeurIPS 2025Scaling Epidemic Inference on Contact Networks: Theory and Algorithms
1104. NeurIPS 2025Scaling Laws for Robust Comparison of Open Foundation Language-Vision Models and Datasets
1105. NeurIPS 2025Scaling Physical Reasoning with the PHYSICS Dataset
1106. NeurIPS 2025SceneSplat++: A Large Dataset and Comprehensive Benchmark for Language Gaussian Splatting
1107. NeurIPS 2025scGeneScope: A Treatment-Matched Single Cell Imaging and Transcriptomics Dataset and Benchmark for Treatment Response Modeling
1108. NeurIPS 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks
1109. NeurIPS 2025Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning
1110. NeurIPS 2025SeasonBench-EA: A Multi-Source Benchmark for Seasonal Prediction and Numerical Model Post-Processing in East Asia
1111. NeurIPS 2025SECODEPLT: A Unified Benchmark for Evaluating the Security Risks and Capabilities of Code GenAI
1112. NeurIPS 2025SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG
1113. NeurIPS 2025Seeing in the Dark: Benchmarking Egocentric 3D Vision with the Oxford Day-and-Night Dataset
1114. NeurIPS 2025Sekai: A Video Dataset towards World Exploration
1115. NeurIPS 2025Selective Omniprediction and Fair Abstention
1116. NeurIPS 2025Self-Calibrating BCIs: Ranking and Recovery of Mental Targets Without Labels
1117. NeurIPS 2025Semantic-KG: Using Knowledge Graphs to Construct Benchmarks for Measuring Semantic Similarity
1118. NeurIPS 2025SeniorTalk: A Chinese Conversation Dataset with Rich Annotations for Super-Aged Seniors
1119. NeurIPS 2025Señorita-2M: A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists
1120. NeurIPS 2025SentinelKilnDB: A Large-Scale Dataset and Benchmark for OBB Brick Kiln Detection in South Asia Using Satellite Imagery
1121. NeurIPS 2025Sheetpedia: A 300K-Spreadsheet Corpus for Spreadsheet Intelligence and LLM Fine-Tuning
1122. NeurIPS 2025ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-On
1123. NeurIPS 2025Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation
1124. NeurIPS 2025Simple and Optimal Sublinear Algorithms for Mean Estimation
1125. NeurIPS 2025Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models
1126. NeurIPS 2025Simultaneous Statistical Inference for Off-Policy Evaluation in Reinforcement Learning
1127. NeurIPS 2025Situat3DChange: Situated 3D Change Understanding Dataset for Multimodal Large Language Model
1128. NeurIPS 2025SkyLadder: Better and Faster Pretraining via Context Window Scheduling
1129. NeurIPS 2025SmokeViz: A Large-Scale Satellite Dataset for Wildfire Smoke Detection and Segmentation
1130. NeurIPS 2025SNEAKDOOR: Stealthy Backdoor Attacks against Distribution Matching-based Dataset Condensation
1131. NeurIPS 2025Solving Inequality Proofs with Large Language Models
1132. NeurIPS 2025Solving Partial Differential Equations via Radon Neural Operator
1133. NeurIPS 2025Spark Transformer: Reactivating Sparsity in Transformer FFN and Attention
1134. NeurIPS 2025Sparse Gaussian Processes: Structured Approximations and Power-EP Revisited
1135. NeurIPS 2025Spectral Graph Coarsening Using Inner Product Preservation and the Grassmann Manifold
1136. NeurIPS 2025SpEx: A Spectral Approach to Explainable Clustering
1137. NeurIPS 2025SPFL: Sequential updates with Parallel aggregation for Enhanced Federated Learning under Category and Domain Shifts
1138. NeurIPS 2025SplashNet: Split‑and‑Share Encoders for Accurate and Efficient Typing with Surface Electromyography
1139. NeurIPS 2025SSRB: Direct Natural Language Querying to Massive Heterogeneous Semi-Structured Data
1140. NeurIPS 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generation
1141. NeurIPS 2025Stable Minima of ReLU Neural Networks Suffer from the Curse of Dimensionality: The Neural Shattering Phenomenon
1142. NeurIPS 2025STACI: Spatio-Temporal Aleatoric Conformal Inference
1143. NeurIPS 2025STAR: A Benchmark for Astronomical Star Fields Super-Resolution
1144. NeurIPS 2025STARC-9: A Large-scale Dataset for Multi-Class Tissue Classification for CRC Histopathology
1145. NeurIPS 2025STEER-ME: Assessing the Microeconomic Reasoning of Large Language Models
1146. NeurIPS 2025STEP: A Unified Spiking Transformer Evaluation Platform for Fair and Reproducible Benchmarking
1147. NeurIPS 2025Stop DDoS Attacking the Research Community with AI-Generated Survey Papers
1148. NeurIPS 2025Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models
1149. NeurIPS 2025STSBench: A Large-Scale Dataset for Modeling Neuronal Activity in the Dorsal Stream of Primate Visual Cortex
1150. NeurIPS 2025STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving

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.