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 94 of 118

4651. NeurIPS 2024Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
4652. NeurIPS 2024HOPE: Shape Matching Via Aligning Different K-hop Neighbourhoods
4653. NeurIPS 2024How Does Message Passing Improve Collaborative Filtering?
4654. NeurIPS 2024How to Solve Contextual Goal-Oriented Problems with Offline Datasets?
4655. NeurIPS 2024Human-Aware Vision-and-Language Navigation: Bridging Simulation to Reality with Dynamic Human Interactions
4656. NeurIPS 2024Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning
4657. NeurIPS 2024Hybrid Reinforcement Learning Breaks Sample Size Barriers In Linear MDPs
4658. NeurIPS 2024IaC-Eval: A Code Generation Benchmark for Cloud Infrastructure-as-Code Programs
4659. NeurIPS 2024Image Textualization: An Automatic Framework for Generating Rich and Detailed Image Descriptions
4660. NeurIPS 2024IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
4661. NeurIPS 2024Immiscible Diffusion: Accelerating Diffusion Training with Noise Assignment
4662. NeurIPS 2024IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents
4663. NeurIPS 2024Implicit Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
4664. NeurIPS 2024Improving Generalization and Convergence by Enhancing Implicit Regularization
4665. NeurIPS 2024In-and-Out: Algorithmic Diffusion for Sampling Convex Bodies
4666. NeurIPS 2024IndicVoices-R: Unlocking a Massive Multilingual Multi-speaker Speech Corpus for Scaling Indian TTS
4667. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
4668. NeurIPS 2024Induced Model Matching: Restricted Models Help Train Full-Featured Models
4669. NeurIPS 2024Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence
4670. NeurIPS 2024Infer Induced Sentiment of Comment Response to Video: A New Task, Dataset and Baseline
4671. NeurIPS 2024InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models
4672. NeurIPS 2024Interpretable Generalized Additive Models for Datasets with Missing Values
4673. NeurIPS 2024Interpreting the Weight Space of Customized Diffusion Models
4674. NeurIPS 2024Invariant subspaces and PCA in nearly matrix multiplication time
4675. NeurIPS 2024Is Function Similarity Over-Engineered? Building a Benchmark
4676. NeurIPS 2024Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking
4677. NeurIPS 2024kGym: A Platform and Dataset to Benchmark Large Language Models on Linux Kernel Crash Resolution
4678. NeurIPS 2024Kuro Siwo: 33 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
4679. NeurIPS 2024Language Without Borders: A Dataset and Benchmark for Code-Switching Lip Reading
4680. NeurIPS 2024Large Language Models Play StarCraft II:Benchmarks and A Chain of Summarization Approach
4681. NeurIPS 2024Latent Neural Operator for Solving Forward and Inverse PDE Problems
4682. NeurIPS 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problems
4683. NeurIPS 2024Learning Commonality, Divergence and Variety for Unsupervised Visible-Infrared Person Re-identification
4684. NeurIPS 2024Learning Complete Protein Representation by Dynamically Coupling of Sequence and Structure
4685. NeurIPS 2024Learning from Highly Sparse Spatio-temporal Data
4686. NeurIPS 2024Learning Place Cell Representations and Context-Dependent Remapping
4687. NeurIPS 2024Learning Structured Representations with Hyperbolic Embeddings
4688. NeurIPS 2024Learning to Price Homogeneous Data
4689. NeurIPS 2024Leveraging partial stragglers within gradient coding
4690. NeurIPS 2024LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models
4691. NeurIPS 2024Linear Uncertainty Quantification of Graphical Model Inference
4692. NeurIPS 2024LiveScene: Language Embedding Interactive Radiance Fields for Physical Scene Control and Rendering
4693. NeurIPS 2024LLaNA: Large Language and NeRF Assistant
4694. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
4695. NeurIPS 2024LLM Evaluators Recognize and Favor Their Own Generations
4696. NeurIPS 2024Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
4697. NeurIPS 2024LOVA3: Learning to Visual Question Answering, Asking and Assessment
4698. NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
4699. NeurIPS 2024LVD-2M: A Long-take Video Dataset with Temporally Dense Captions
4700. NeurIPS 2024M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data

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.