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 81 of 118

4001. ICLR 2024EQA-MX: Embodied Question Answering using Multimodal Expression
4002. ICLR 2024Evaluating Language Model Agency Through Negotiations
4003. ICLR 2024Evaluating Large Language Models at Evaluating Instruction Following
4004. ICLR 2024EX-Graph: A Pioneering Dataset Bridging Ethereum and X
4005. ICLR 2024Explaining Time Series via Contrastive and Locally Sparse Perturbations
4006. ICLR 2024FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling
4007. ICLR 2024Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model
4008. ICLR 2024FedHyper: A Universal and Robust Learning Rate Scheduler for Federated Learning with Hypergradient Descent
4009. ICLR 2024Ferret: Refer and Ground Anything Anywhere at Any Granularity
4010. ICLR 2024FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods
4011. ICLR 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets
4012. ICLR 2024FOSI: Hybrid First and Second Order Optimization
4013. ICLR 2024Foundation Model-oriented Robustness: Robust Image Model Evaluation with Pretrained Models
4014. ICLR 2024From Graphs to Hypergraphs: Hypergraph Projection and its Reconstruction
4015. ICLR 2024GAIA: a benchmark for General AI Assistants
4016. ICLR 2024Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks
4017. ICLR 2024GIO: Gradient Information Optimization for Training Dataset Selection
4018. ICLR 2024GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks
4019. ICLR 2024GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking
4020. ICLR 2024Habitat 3.0: A Co-Habitat for Humans, Avatars, and Robots
4021. ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
4022. ICLR 2024HoloNets: Spectral Convolutions do extend to Directed Graphs
4023. ICLR 2024How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
4024. ICLR 2024Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty
4025. ICLR 2024Hypergraph Dynamic System
4026. ICLR 2024I-PHYRE: Interactive Physical Reasoning
4027. ICLR 2024Idempotence and Perceptual Image Compression
4028. ICLR 2024ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms
4029. ICLR 2024ImagenHub: Standardizing the evaluation of conditional image generation models
4030. ICLR 2024Improved algorithm and bounds for successive projection
4031. ICLR 2024Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data
4032. ICLR 2024Improving Offline RL by Blending Heuristics
4033. ICLR 2024Inner Classifier-Free Guidance and Its Taylor Expansion for Diffusion Models
4034. ICLR 2024InstructDET: Diversifying Referring Object Detection with Generalized Instructions
4035. ICLR 2024InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation
4036. ICLR 2024InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
4037. ICLR 2024Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
4038. ICLR 2024KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval
4039. ICLR 2024KoLA: Carefully Benchmarking World Knowledge of Large Language Models
4040. ICLR 2024Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models
4041. ICLR 2024Language Model Cascades: Token-Level Uncertainty And Beyond
4042. ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
4043. ICLR 2024Large Language Models Are Not Robust Multiple Choice Selectors
4044. ICLR 2024Large Language Models as Automated Aligners for benchmarking Vision-Language Models
4045. ICLR 2024Layer-wise linear mode connectivity
4046. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
4047. ICLR 2024Learning from Sparse Offline Datasets via Conservative Density Estimation
4048. ICLR 2024Learning Over Molecular Conformer Ensembles: Datasets and Benchmarks
4049. ICLR 2024Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation
4050. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals

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.