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 3 of 39

101. NeurIPS 2026Chem-PerturBridge: a harmonized compendium of small molecule perturbation transcriptomic effects
102. NeurIPS 2026ChronosAlign: A Large-Scale, Updatable Benchmark for Decomposing Temporal Alignment in LLMs
103. NeurIPS 2026Class Adaptive Conformal Training
104. NeurIPS 2026Click3R: Interactive Stereo 3D Reconstruction with Sparse Correspondence Clicks
105. NeurIPS 2026COCOTree: A Dataset and Benchmark for Open Tree-Structured Visual Decomposition
106. NeurIPS 2026CoilStellaration: A Dataset and Benchmark for Engineering-Aware Stellarator Coilset Generation
107. NeurIPS 2026CoLa3D: Composable Latent 3D Decomposition
108. NeurIPS 2026Combating Camouflage and Forgetting: Spatio-Temporal Dual Denoising for Money Laundering Detection
109. NeurIPS 2026Commutator Memory: Sparse, Path-Local Reading and Steering in Language Models
110. NeurIPS 2026CompleteRXN: Toward Completing Open Chemical Reaction Databases
111. NeurIPS 2026COMPOSE: Composing Future Theorems from Citations and Formal Structure
112. NeurIPS 2026Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models
113. NeurIPS 2026Concepts Worth Having: Refining VLM-Guided Concept Bottleneck Models with Minimal Annotations
114. NeurIPS 2026Continuously-Augmented Hybrid Masked Diffusion Model for Data Imputation
115. NeurIPS 2026ControlJEPA: Principled Trajectory Regularization via Lyapunov Tube Loss
116. NeurIPS 2026Controllable and Content Based Recommendations
117. NeurIPS 2026Convergence Guarantees for Federated SARSA with Local Training and Heterogeneous Agents
118. NeurIPS 2026CORAL: A Benchmark for Structure-aware and Brain-wide Neuron Reconstruction in Light Microscopy
119. NeurIPS 2026CoRDS: Coreset-Based Representative and Diverse Selection for Streaming Video Understanding
120. NeurIPS 2026Counterfactual Maps: What They Are and How to Find Them
121. NeurIPS 2026CounterFlowNet: From Minimal Changes to Meaningful Counterfactual Explanations
122. NeurIPS 2026CounterStrike-1K: A Multi-Perspective Dataset of Professional Gameplay for World Modeling
123. NeurIPS 2026CREF: Forecasting Benchmarks for the Age of Agents
124. NeurIPS 2026Cross-Dialect Generalization Without Retraining: Benchmarks and Evaluation of Schema-Derived Constrained Decoding for MLIR
125. NeurIPS 2026Cross-Domain Knowledge Separation and Positive Transmission for Noisy Domain Incremental Learning
126. NeurIPS 2026Crossing the Validation crisis: Cross-validation reduces benchmarking variance surprisingly well
127. NeurIPS 2026CryoAtlas: A Large Curated Dataset and Unified Benchmark for Cryo-EM Atomic Model Building
128. NeurIPS 2026CSI-TextBench: A Dataset and Benchmark for Language-Grounded Ambient Sensing Perception
129. NeurIPS 2026CT-Lesion: A Multi-Region CT Dataset for Co-existing Lesion Segmentation and Detection
130. NeurIPS 2026CyberDualEval: Measuring Dual-Use Cyber Risks in Frontier Language Models
131. NeurIPS 2026D-GAP: Improving Out-of-Domain Robustness via Dataset-Agnostic and Gradient-Guided Augmentation in Amplitude and Pixel Spaces
132. NeurIPS 2026Data-Constrained Language Model Pretraining: Improved Regularization and Scaling Laws
133. NeurIPS 2026DataComp-VLM: Improved open datasets for Vision-Language Models
134. NeurIPS 2026DataFlex: A Unified Benchmark and Evaluation Platform for Data-Centric Training of Large Language Models
135. NeurIPS 2026Dataset Collections: Challenges of Large-Scale Data Aggregation in 3D Medical Image Datasets
136. NeurIPS 2026Dataset Distillation via Drifting
137. NeurIPS 2026DC-ViT: Modulating Spatial and Channel Interactions for Multi-Channel Images
138. NeurIPS 2026DD-Ranking: Rethinking the Evaluation of Dataset Distillation
139. NeurIPS 2026Decoupling Exploration and Policy Optimization: Uncertainty Guided Tree Search for Hard Exploration
140. NeurIPS 2026Deep Barycentric Regression for Optimal Transport Map Estimation and its Statistical Optimality
141. NeurIPS 2026Deep Research as Rubric
142. NeurIPS 2026Denoising Implicit Variational Inference
143. NeurIPS 2026Depth2Pose: A Pose-Based Benchmark for Monocular Depth Estimation without Ground-Truth Depth
144. NeurIPS 2026Derivative-Informed Training of Neural Operators On-the-Fly via Sketched Tangent Consistency
145. NeurIPS 2026Detection and Classification in Latent Spaces: High-Dimensional Analysis and Validation
146. NeurIPS 2026Differentiable Exact Learning of Algorithms
147. NeurIPS 2026Differential Item Functioning as an Item-Level Diagnostic for LLM Benchmarks
148. NeurIPS 2026Differentially Private Model Merging
149. NeurIPS 2026DiffScore: Text Evaluation Beyond Autoregressive Likelihood
150. NeurIPS 2026Disentangled Representation Learning via Flow Matching

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.