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 115 of 118

5701. NeurIPS 2023FAST: a Fused and Accurate Shrinkage Tree for Heterogeneous Treatment Effects Estimation
5702. NeurIPS 2023FiGURe: Simple and Efficient Unsupervised Node Representations with Filter Augmentations
5703. NeurIPS 2023FlatMatch: Bridging Labeled Data and Unlabeled Data with Cross-Sharpness for Semi-Supervised Learning
5704. NeurIPS 2023Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization
5705. NeurIPS 2023Frequency Domain-Based Dataset Distillation
5706. NeurIPS 2023Gacs-Korner Common Information Variational Autoencoder
5707. NeurIPS 2023GeoDE: a Geographically Diverse Evaluation Dataset for Object Recognition
5708. NeurIPS 2023GMSF: Global Matching Scene Flow
5709. NeurIPS 2023GPEX, A Framework For Interpreting Artificial Neural Networks
5710. NeurIPS 2023GSLB: The Graph Structure Learning Benchmark
5711. NeurIPS 2023H-nobs: Achieving Certified Fairness and Robustness in Distributed Learning on Heterogeneous Datasets
5712. NeurIPS 2023Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks
5713. NeurIPS 2023How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources
5714. NeurIPS 2023How hard are computer vision datasets? Calibrating dataset difficulty to viewing time
5715. NeurIPS 2023HT-Step: Aligning Instructional Articles with How-To Videos
5716. NeurIPS 2023Humans in Kitchens: A Dataset for Multi-Person Human Motion Forecasting with Scene Context
5717. NeurIPS 2023Hyper-HMM: aligning human brains and semantic features in a common latent event space
5718. NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
5719. NeurIPS 2023ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets
5720. NeurIPS 2023Imitation Learning from Imperfection: Theoretical Justifications and Algorithms
5721. NeurIPS 2023Improving multimodal datasets with image captioning
5722. NeurIPS 2023Initialization-Dependent Sample Complexity of Linear Predictors and Neural Networks
5723. NeurIPS 2023INSPECT: A Multimodal Dataset for Pulmonary Embolism Diagnosis and Prognosis
5724. NeurIPS 2023Into the LAION’s Den: Investigating Hate in Multimodal Datasets
5725. NeurIPS 2023Joint Feature and Differentiable $ k $-NN Graph Learning using Dirichlet Energy
5726. NeurIPS 2023Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization
5727. NeurIPS 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
5728. NeurIPS 2023Katakomba: Tools and Benchmarks for Data-Driven NetHack
5729. NeurIPS 2023Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
5730. NeurIPS 2023Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model
5731. NeurIPS 2023Label Poisoning is All You Need
5732. NeurIPS 2023LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark
5733. NeurIPS 2023LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
5734. NeurIPS 2023Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs
5735. NeurIPS 2023Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion
5736. NeurIPS 2023Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
5737. NeurIPS 2023Learning to Group Auxiliary Datasets for Molecule
5738. NeurIPS 2023Leveraging Locality and Robustness to Achieve Massively Scalable Gaussian Process Regression
5739. NeurIPS 2023Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning
5740. NeurIPS 2023Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT
5741. NeurIPS 2023LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering
5742. NeurIPS 2023Lung250M-4B: A Combined 3D Dataset for CT- and Point Cloud-Based Intra-Patient Lung Registration
5743. NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
5744. NeurIPS 2023Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off
5745. NeurIPS 2023Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits
5746. NeurIPS 2023Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
5747. NeurIPS 2023Mathematical Capabilities of ChatGPT
5748. NeurIPS 2023MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation
5749. NeurIPS 2023MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery
5750. NeurIPS 2023MiliPoint: A Point Cloud Dataset for mmWave Radar

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.