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 19 of 39

901. NeurIPS 2025IRRISIGHT: A Large-Scale Multimodal Dataset and Scalable Pipeline to Address Irrigation and Water Management in Agriculture
902. NeurIPS 2025Is Artificial Intelligence Generated Image Detection a Solved Problem?
903. NeurIPS 2025Is This Tracker On? A Benchmark Protocol for Dynamic Tracking
904. NeurIPS 2025Isotropic Noise in Stochastic and Quantum Convex Optimization
905. NeurIPS 2025Jacobian-Based Interpretation of Nonlinear Neural Encoding Model
906. NeurIPS 2025Jailbreak-AudioBench: In-Depth Evaluation and Analysis of Jailbreak Threats for Large Audio Language Models
907. NeurIPS 2025KAIROS: Scalable Model-Agnostic Data Valuation
908. NeurIPS 2025KL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity
909. NeurIPS 2025KnowMol: Advancing Molecular Large Language Models with Multi-Level Chemical Knowledge
910. NeurIPS 2025Kuramoto Orientation Diffusion Models
911. NeurIPS 2025LabelAny3D: Label Any Object 3D in the Wild
912. NeurIPS 2025Language Model Behavioral Phases are Consistent Across Architecture, Training Data, and Scale
913. NeurIPS 2025Language Models (Mostly) Know When to Stop Reading
914. NeurIPS 2025LawShift: Benchmarking Legal Judgment Prediction Under Statute Shifts
915. NeurIPS 2025LCDB 1.1: A Database Illustrating Learning Curves Are More Ill-Behaved Than Previously Thought
916. NeurIPS 2025Leader360V: A Large-scale, Real-world 360 Video Dataset for Multi-task Learning in Diverse Environment
917. NeurIPS 2025Learning Across the Gap: Hybrid Multi-armed Bandits with Heterogeneous Offline and Online Data
918. NeurIPS 2025Learning Parameterized Skills from Demonstrations
919. NeurIPS 2025Learning single index models via harmonic decomposition
920. NeurIPS 2025Learning the Plasticity: Plasticity-Driven Learning Framework in Spiking Neural Networks
921. NeurIPS 2025Learning to Solve Complex Problems via Dataset Decomposition
922. NeurIPS 2025LexiCon: a Benchmark for Planning under Temporal Constraints in Natural Language
923. NeurIPS 2025LibriBrain: Over 50 Hours of Within-Subject MEG to Improve Speech Decoding Methods at Scale
924. NeurIPS 2025LIFEBENCH: Evaluating Length Instruction Following in Large Language Models
925. NeurIPS 2025Linguini: A benchmark for language-agnostic linguistic reasoning
926. NeurIPS 2025LISAt: Language-Instructed Segmentation Assistant for Satellite Imagery
927. NeurIPS 2025Listening to the Brain: Multi-Band sEEG Auditory Reconstruction via Dynamic Spatio-Temporal Hypergraphs
928. NeurIPS 2025LithoSim: A Large, Holistic Lithography Simulation Benchmark for AI-Driven Semiconductor Manufacturing
929. NeurIPS 2025Long-term Intracortical Neural activity and Kinematics (LINK): An intracortical neural dataset for chronic brain-machine interfaces, neuroscience, and machine learning
930. NeurIPS 2025LT-Soups: Bridging Head and Tail Classes via Subsampled Model Soups
931. NeurIPS 2025LTD-Bench: Evaluating Large Language Models by Letting Them Draw
932. NeurIPS 2025Mars-Bench: A Benchmark for Evaluating Foundation Models for Mars Science Tasks
933. NeurIPS 2025MARS-VFL: A Unified Benchmark for Vertical Federated Learning with Realistic Evaluation
934. NeurIPS 2025Massive Sound Embedding Benchmark (MSEB)
935. NeurIPS 2025Matchings Under Biased and Correlated Evaluations
936. NeurIPS 2025MathArena: Evaluating LLMs on Uncontaminated Math Competitions
937. NeurIPS 2025Measuring AI Ability to Complete Long Software Tasks
938. NeurIPS 2025Measuring Fingerprints of Web-filtered Text Datasets and Fingerprint Propagation Through Training
939. NeurIPS 2025Measuring Scientific Capabilities of Language Models with a Systems Biology Dry Lab
940. NeurIPS 2025Measuring what Matters: Construct Validity in Large Language Model Benchmarks
941. NeurIPS 2025MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks
942. NeurIPS 2025MedChain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence
943. NeurIPS 2025MedicalNarratives: Connecting Medical Vision and Language with Localized Narratives
944. NeurIPS 2025MedMax: Mixed-Modal Instruction Tuning for Training Biomedical Assistants
945. NeurIPS 2025MedSG-Bench: A Benchmark for Medical Image Sequences Grounding
946. NeurIPS 2025MergeBench: A Benchmark for Merging Domain-Specialized LLMs
947. NeurIPS 2025MERIT: Multilingual Semantic Retrieval with Interleaved Multi-Condition Query
948. NeurIPS 2025Merlin L48 Spectrogram Dataset
949. NeurIPS 2025Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex
950. NeurIPS 2025Metritocracy: Representative Metrics for Lite Benchmarks

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.