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 38 of 40

1851. NeurIPS 2026Seeing Across Skies and Streets: Feedforward 3D Reconstruction from Satellite, Drone, and Ground Images
1852. NeurIPS 2026Selectivity and Shape in the Design of Forward-Forward Goodness Functions
1853. NeurIPS 2026Self-Evolving Agents Should Build Internal and External Models of the World
1854. NeurIPS 2026Self-Recognition Finetuning can Reverse and Prevent Emergent Misalignment
1855. NeurIPS 2026SeoulMMOD: A Large-Scale Multimodal Origin-Destination Flow Benchmark
1856. NeurIPS 2026SGD at the Edge of Stability: The Stochastic Sharpness Gap
1857. NeurIPS 2026Sharpness, Stability, and Step-Size Scaling in Deep Polynomial Networks
1858. NeurIPS 2026Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace
1859. NeurIPS 2026Short-Context Dominance: How Much Local Context Natural Language Actually Needs?
1860. NeurIPS 2026Simple Baselines are Competitive with Code Evolution
1861. NeurIPS 2026Simplified Reversible Residual Networks
1862. NeurIPS 2026SimSD: Simple Speculative Decoding in Diffusion Language Models
1863. NeurIPS 2026Single-Pass Evidence Measurement for Interpretable and Uncertainty-Aware Multimodal Face Anti-Spoofing
1864. NeurIPS 2026SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles
1865. NeurIPS 2026SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
1866. NeurIPS 2026SkipSR: Faster Super-Resolution with Token Skipping
1867. NeurIPS 2026SLAyiNG: A Diverse and Community-validated Dataset of Queer Slang
1868. NeurIPS 2026SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks
1869. NeurIPS 2026sMMC-22M: A Context-Aware Dataset and Benchmark for Single-Cell Spatial Transcriptomics
1870. NeurIPS 2026SourceBench: Can AI Answers Reference Quality Web Sources?
1871. NeurIPS 2026Sparkle: Realizing Lively Instruction-Guided Video Background Replacement via Decoupled Guidance
1872. NeurIPS 2026Spectral Transformer Neural Processes
1873. NeurIPS 2026Spectral-Spatial Interpretation
1874. NeurIPS 2026Spik-NeRF v2: Pushing the Limit of Spiking Neural Radiance Fields with $ \pm $I-LIF
1875. NeurIPS 2026Spike-SFT: Selective Parameter Enhancement and Fusion for Efficient Spiking Neural Networks
1876. NeurIPS 2026Spin-Weighted Spherical Harmonics Enable Complete and Scalable E(3)-Equivariant Networks
1877. NeurIPS 2026Splatting the Invisible: Geometry and Appearance Scene Completion from Sparse Views
1878. NeurIPS 2026Split-RL: Local Conflict Resolution in Reinforcement Learning
1879. NeurIPS 2026Sponsored Questions and How to Auction Them
1880. NeurIPS 2026SR-Prominence: A Crowdsourced Protocol and Dataset Suite for Perceptually-Weighted Super-Resolution Artifact Evaluation
1881. NeurIPS 2026SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios
1882. NeurIPS 2026Stability-Enhanced Federated Learning with Accelerated Gradient
1883. NeurIPS 2026STAC-R: Subspace-Tracked Activation Compression with Residuals
1884. NeurIPS 2026StarCraft Motion: A Dataset for Agent Simulation in Adversarial and Partially Observable Scenarios
1885. NeurIPS 2026State-of-art minibatches via novel DPP kernels: discretization, wavelets, and rough objectives
1886. NeurIPS 2026STParOpt: An End-to-End Framework for Execution-Aware Parallelism Inference and Optimized CUDA Migration
1887. NeurIPS 2026Strategic Evaluation: Incentivizing AI Capability Coverage with Private Benchmarks
1888. NeurIPS 2026Strategic Feature Selection and Regularization
1889. NeurIPS 2026Stress-Testing Neural Network Verifiers with Provably Robust Instances
1890. NeurIPS 2026Subdata Selection: A Unified Framework for Optimal Selection and Statistical Efficiency Assessment
1891. NeurIPS 2026Submodular Benchmark Selection
1892. NeurIPS 2026SUPERVISE: A Unified Framework for Standardized and Reproducible Superpixel Evaluation
1893. NeurIPS 2026Surprisingly consistent failures of post-hoc OOD detectors reveal security concerns in open-set recognition with modern CNNs and ViTs, stemming from representation mismatch
1894. NeurIPS 2026SurvCancel: A Longitudinal Dataset and Benchmark for Dynamic Order Cancellation Prediction in On-Demand Ride-Sharing Systems
1895. NeurIPS 2026SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution
1896. NeurIPS 2026SynthForensics: Benchmarking and Evaluating People-Centric Synthetic Video Deepfakes
1897. NeurIPS 2026T$^2$-Splat: Adaptive Topology Mesh Splatting with Texture Residuals
1898. NeurIPS 2026TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning
1899. NeurIPS 2026TabPrep: Closing the Feature Engineering Gap in Tabular Benchmarks
1900. NeurIPS 2026TACT: Mitigating Overthinking and Overacting in Coding Agents via Activation Steering

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.