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 22 of 118

1051. ICLR 2026VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
1052. ICLR 2026Video-LevelGauge: Investigating Contextual Positional Bias in Video Language Models.
1053. ICLR 2026VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
1054. ICLR 2026Virne: A Comprehensive Benchmark for RL-based Network Resource Allocation in NFV
1055. ICLR 2026Virtual Community: An Open World for Humans, Robots, and Society
1056. ICLR 2026VisCoder2: Building Multi-Language Visualization Coding Agents
1057. ICLR 2026VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models
1058. ICLR 2026Vision Language Models are Biased
1059. ICLR 2026VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
1060. ICLR 2026VisualPRM400K: An Effective Dataset for Training Multimodal Process Reward Models
1061. ICLR 2026VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
1062. ICLR 2026VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
1063. ICLR 2026VLSU: Mapping the Limits of Joint Multimodal Understanding for AI Safety
1064. ICLR 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Models
1065. ICLR 2026VPI-Bench: Visual Prompt Injection Attacks for Computer-Use Agents
1066. ICLR 2026VUDG: A Dataset for Video Understanding Domain Generalization
1067. ICLR 2026WARC-Bench: Web Archive based Benchmark for GUI Subtask Executions
1068. ICLR 2026WARP: Weight Teleportation for Attack-Resilient Unlearning Protocols
1069. ICLR 2026WearVox: An Egocentric Multichannel Voice Assistant Benchmark for Wearables
1070. ICLR 2026WebDevJudge: Evaluating (M)LLMs as Critiques for Web Development Quality
1071. ICLR 2026WebDS: An End-to-End Benchmark for Web-based Data Science
1072. ICLR 2026WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents
1073. ICLR 2026What's In My Human Feedback? Learning Interpretable Descriptions of Preference Data
1074. ICLR 2026When Bias Helps Learning: Bridging Initial Prejudice and Trainability
1075. ICLR 2026When Data is the Algorithm: A Systematic Study and Curation of Preference Optimization Datasets
1076. ICLR 2026When Large Multimodal Models Confront Evolving Knowledge: Challenges and Explorations
1077. ICLR 2026When Machine Learning Gets Personal: Evaluating Prediction and Explanation
1078. ICLR 2026When Shift Happens - Confounding Is to Blame
1079. ICLR 2026When Style Breaks Safety: Defending LLMs Against Superficial Style Alignment
1080. ICLR 2026When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM Ensembling
1081. ICLR 2026When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
1082. ICLR 2026Why Adversarially Train Diffusion Models?
1083. ICLR 2026Why We Need New Benchmarks for Local Intrinsic Dimension Estimation
1084. ICLR 2026WideSearch: Benchmarking Agentic Broad Info-Seeking
1085. ICLR 2026Will AI Tell Lies to Save Sick Children? Litmus-Testing AI Values Prioritization with AIRiskDilemmas
1086. ICLR 2026Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning
1087. ICLR 2026WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark
1088. ICLR 2026WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs
1089. ICLR 2026XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
1090. ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
1091. ICML 2026A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets
1092. ICML 2026A Critical Look at Targeted Instruction Selection: Disentangling What Matters (and What Doesn’t)
1093. ICML 2026A Noise Sensitivity Exponent Controls Large Statistical-to-Computational Gaps in Single- and Multi-Index Models
1094. ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
1095. ICML 2026A Strictly Proper Scoring Rule and a Calibration Metric for Interval-Censored Data Analysis
1096. ICML 2026A Studentized Spherical Harmonics–Based Nonparametric Two-Sample Test for Compositional and Directional Data
1097. ICML 2026A Systematic Study of Behavioral Cloning for Scientific Data Annotation
1098. ICML 2026Accuracy and Normalized Accuracy under Length Bias: Analysis, Guidelines, and a Bayesian Alternative
1099. ICML 2026Accurate Evaluation of Quickest Changepoint Detectors via Non-parametric Survival Analysis
1100. ICML 2026Activation Oracles: Training and Evaluating LLMs as General-Purpose Activation Explainers

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.