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

1,987 papers, page 34 of 40

1651. NeurIPS 2026LCD$^3$: Layout-Conditioned Diffusion for Dataset Distillation in Object Detection
1652. NeurIPS 2026Leak-CURBER: A Leakage-Controlled Multimodal Evaluation Benchmark for Enzymatic Reaction Tasks
1653. NeurIPS 2026Learning Energy-Based Models from Stochastic Interpolants using Spatiotemporal Differences
1654. NeurIPS 2026Learning Event-to-Field Operators Without Interpolation
1655. NeurIPS 2026Learning How to Cube
1656. NeurIPS 2026Learning Modular Addition with Auxiliary Modulus
1657. NeurIPS 2026Learning Recoverable Neural Networks against Weight Corruption via Simple Zero-Sum Projection
1658. NeurIPS 2026Learning to Discriminate Scene Structures Makes Self-Supervised Depth Learning Scalable
1659. NeurIPS 2026Learning with Enumeration: Neural-Guided SAT Framework for Cryptographic Key Recovery
1660. NeurIPS 2026Ledger: A Path-Validated, Database-Grounded Benchmark for Enterprise Web Agents
1661. NeurIPS 2026Less is More: Fewer Tokens and Blocks Make AIGI Detection Faster and More Generalizable
1662. NeurIPS 2026Leveraging Data Symmetries to Select an Optimal Subset of Training Data under Label Noise
1663. NeurIPS 2026Leviathan: Decoupling Input and Output Representations in Language Models
1664. NeurIPS 2026Lipschitz Dueling Bandits over Continuous Action Spaces
1665. NeurIPS 2026LithoBench: Benchmarking Large Multimodal Models for Remote-Sensing Lithology Interpretation
1666. NeurIPS 2026LittleLearner: Language Models Under Pedagogically-Controlled Knowledge Exposure
1667. NeurIPS 2026LLMs can construct powerful representations and streamline sample-efficient supervised learning
1668. NeurIPS 2026Log-Likelihood, Simpson’s Paradox, and the Detection of Machine-Generated Text
1669. NeurIPS 2026Logical Distillation of Transformer Encoders
1670. NeurIPS 2026Looped Diffusion Language Models
1671. NeurIPS 2026LoopNav: Benchmarking Spatial Consistency in World Models
1672. NeurIPS 2026Lost in Translation, Found in Embeddings: Sign Language Translation and Alignment
1673. NeurIPS 2026LSC-Parlament: An Automatically Aligned Catalan Sign Language Dataset from Parliament Videos.
1674. NeurIPS 2026Magnitude-preserving Layers Enable Efficient GANs
1675. NeurIPS 2026Marginal-Nonuniform Multiclass Learning
1676. NeurIPS 2026Marrying Optimal Transport and ODEs for Unified Continuous-Time 4D Reconstruction and Tracking
1677. NeurIPS 2026Masked Generative Pretraining Improves Cross-Dataset Transfer in Pixel-Space Diffusion
1678. NeurIPS 2026Matching-while-Decoding: Enhancing Template-Free Retrosynthesis via Explicit Structural Alignment
1679. NeurIPS 2026Matrix-Free Natural Gradient via Stochastic Truncated Metrics
1680. NeurIPS 2026MaxIM: Maximally Informative Incremental Summarization via Reinforcement Learning
1681. NeurIPS 2026Measuring and Mitigating the Distributional Gap Between Real and Simulated User Behaviors
1682. NeurIPS 2026Measuring Coherence in Predictive Models
1683. NeurIPS 2026Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models
1684. NeurIPS 2026MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping
1685. NeurIPS 2026MEME: Multi-Entity & Evolving Memory Evaluation
1686. NeurIPS 2026Mesh-Free Convolution: Learned Spectral Attenuation and Transport
1687. NeurIPS 2026Metropolis-Adjusted Diffusion Models
1688. NeurIPS 2026Metropolis-Scale Road Network Datasets for Fine-Grained Urban Traffic Modeling
1689. NeurIPS 2026MEV: A Multi-Event Video Dataset for Long-Take Generation
1690. NeurIPS 2026Mind the Gap: Dataset and Fine-grained Evaluation for Inline Audio Descriptions
1691. NeurIPS 2026Mitigating Over-squashing without Rewiring: A Sheaf Effective Resistance Perspective
1692. NeurIPS 2026MITO: A Millimeter-Wave Dataset and Simulator for Non-Line-of-Sight Perception
1693. NeurIPS 2026MLLMs Fail to Refuse when Using Tools Agentically
1694. NeurIPS 2026MM-DyGraph: A Dataset, Benchmark, and Model for Multimodal Dynamic Graphs
1695. NeurIPS 2026Model Capacity Determines Grokking through Competing Memorisation and Generalisation Speeds
1696. NeurIPS 2026Model Distribution-Aware Multimodal Dataset Distillation
1697. NeurIPS 2026Model-based Bootstrap of Controlled Markov Chains
1698. NeurIPS 2026ModelLens: Finding the Best for Your Task from Myriads of Models
1699. NeurIPS 2026Monoculture Robust Learning
1700. NeurIPS 2026MonoPhysics: Estimating Geometry, Appearance, and Physical Parameters from Monocular Videos

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.