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

1,346 papers, page 23 of 27

1101. NeurIPS 2024Infer Induced Sentiment of Comment Response to Video: A New Task, Dataset and Baseline
1102. NeurIPS 2024InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models
1103. NeurIPS 2024Interpretable Generalized Additive Models for Datasets with Missing Values
1104. NeurIPS 2024Interpreting the Weight Space of Customized Diffusion Models
1105. NeurIPS 2024Invariant subspaces and PCA in nearly matrix multiplication time
1106. NeurIPS 2024Is Function Similarity Over-Engineered? Building a Benchmark
1107. NeurIPS 2024Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking
1108. NeurIPS 2024kGym: A Platform and Dataset to Benchmark Large Language Models on Linux Kernel Crash Resolution
1109. NeurIPS 2024Kuro Siwo: 33 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
1110. NeurIPS 2024Language Without Borders: A Dataset and Benchmark for Code-Switching Lip Reading
1111. NeurIPS 2024Large Language Models Play StarCraft II:Benchmarks and A Chain of Summarization Approach
1112. NeurIPS 2024Latent Neural Operator for Solving Forward and Inverse PDE Problems
1113. NeurIPS 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problems
1114. NeurIPS 2024Learning Commonality, Divergence and Variety for Unsupervised Visible-Infrared Person Re-identification
1115. NeurIPS 2024Learning Complete Protein Representation by Dynamically Coupling of Sequence and Structure
1116. NeurIPS 2024Learning from Highly Sparse Spatio-temporal Data
1117. NeurIPS 2024Learning Place Cell Representations and Context-Dependent Remapping
1118. NeurIPS 2024Learning Structured Representations with Hyperbolic Embeddings
1119. NeurIPS 2024Learning to Price Homogeneous Data
1120. NeurIPS 2024Leveraging partial stragglers within gradient coding
1121. NeurIPS 2024LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models
1122. NeurIPS 2024Linear Uncertainty Quantification of Graphical Model Inference
1123. NeurIPS 2024LiveScene: Language Embedding Interactive Radiance Fields for Physical Scene Control and Rendering
1124. NeurIPS 2024LLaNA: Large Language and NeRF Assistant
1125. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
1126. NeurIPS 2024LLM Evaluators Recognize and Favor Their Own Generations
1127. NeurIPS 2024Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
1128. NeurIPS 2024LOVA3: Learning to Visual Question Answering, Asking and Assessment
1129. NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
1130. NeurIPS 2024LVD-2M: A Long-take Video Dataset with Temporally Dense Captions
1131. NeurIPS 2024M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data
1132. NeurIPS 2024MAN TruckScenes: A multimodal dataset for autonomous trucking in diverse conditions
1133. NeurIPS 2024Map It Anywhere: Empowering BEV Map Prediction using Large-scale Public Datasets
1134. NeurIPS 2024Marginal Causal Flows for Validation and Inference
1135. NeurIPS 2024MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning
1136. NeurIPS 2024MassSpecGym: A benchmark for the discovery and identification of molecules
1137. NeurIPS 2024Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs
1138. NeurIPS 2024MedCalc-Bench: Evaluating Large Language Models for Medical Calculations
1139. NeurIPS 2024MedJourney: Benchmark and Evaluation of Large Language Models over Patient Clinical Journey
1140. NeurIPS 2024MemoryFormer : Minimize Transformer Computation by Removing Fully-Connected Layers
1141. NeurIPS 2024Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models
1142. NeurIPS 2024Metric Transforms and Low Rank Representations of Kernels for Fast Attention
1143. NeurIPS 2024Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning
1144. NeurIPS 2024MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens
1145. NeurIPS 2024MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions
1146. NeurIPS 2024Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
1147. NeurIPS 2024MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
1148. NeurIPS 2024MM-WLAuslan: Multi-View Multi-Modal Word-Level Australian Sign Language Recognition Dataset
1149. NeurIPS 2024MmCows: A Multimodal Dataset for Dairy Cattle Monitoring
1150. NeurIPS 2024MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs

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.