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 27 of 118

1301. ICML 2026SafeSci: Safety Evaluation of Large Language Models in Science Domains and Beyond
1302. ICML 2026Same Graph Cross-Task Transfer in GNNs: Protocols and Predictors
1303. ICML 2026Scalable Topology-Preserving Graph Coarsening: Concepts and Algorithms
1304. ICML 2026Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts
1305. ICML 2026scDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics
1306. ICML 2026Seizure-Semiology-Suite($S^3$): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding
1307. ICML 2026Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration
1308. ICML 2026Semi-Supervised Gaze Estimation via Disentangled Subspace Contrastive Learning
1309. ICML 2026Set Diffusion: Interpolating Token Orderings between Autoregression and Diffusion for Fast and Flexible Decoding
1310. ICML 2026Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
1311. ICML 2026SHARP-Q: Spectral Hessian Alignment and Rectification for Post-training Quantization
1312. ICML 2026Simple Denoising Diffusion Language Models
1313. ICML 2026SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
1314. ICML 2026Sparse and Faithful Local Explanations with Piecewise Linear Surrogates
1315. ICML 2026Sparse Autoencoders are Topic Models
1316. ICML 2026Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning
1317. ICML 2026SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
1318. ICML 2026SpikeNet: Sparse Spike-Driven Mask Vector Transformer for Energy-Efficient and Stable Spiking Point Cloud Processing
1319. ICML 2026Stabilizing PPO via Latent-Space Regularization and KDE-Driven Exploration
1320. ICML 2026STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems
1321. ICML 2026Strategic Candidacy in Generative AI Arenas
1322. ICML 2026Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections
1323. ICML 2026Stronger Benchmarks for Prediction as a Service with Constraints
1324. ICML 2026Subliminal Effects in Your Data: A General Mechanism via Log-Linearity
1325. ICML 2026SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale
1326. ICML 2026Synthesizing Multimodal Geometry Datasets from Scratch and Enabling Visual Alignment via Plotting Code
1327. ICML 2026TabICLv2: A Better, Faster, Scalable, and Open Tabular Foundation Model
1328. ICML 2026TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
1329. ICML 2026Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
1330. ICML 2026The Consistency Dilemma in LLMs: Generator-Evaluator Agreement and Vulnerability to Mistakes
1331. ICML 2026The Illusion of Generalization in Tabular Language Models
1332. ICML 2026Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation Models
1333. ICML 2026Time-Series Decomposition as a Standalone Task: A Mechanism-Driven Diagnostic Benchmark
1334. ICML 2026TN-SHAP-G: Graph-Structured Tensor Network Surrogates for Shapley Values and Interactions
1335. ICML 2026TokSuite: Measuring the Impact of Tokenizer Choice on Language Model Behavior
1336. ICML 2026Topology-Aware Contrastive Learning: Regulating Representation Connectivity via Persistent Homology
1337. ICML 2026Towards Foundation Models for Zero-Shot Time Series Anomaly Detection: Leveraging Synthetic Data and Relative Context Discrepancy
1338. ICML 2026Training Language Model Agents to Find Vulnerabilities with CTF-Dojo
1339. ICML 2026Trajectory Seriation via Spectral Tangent Alignment and Global Embedding
1340. ICML 2026UltraLIF: Fully Differentiable Spiking Neural Networks via Ultradiscretization and Max-Plus Algebra
1341. ICML 2026Uncovering Competency Gaps in Large Language Models and Their Benchmarks
1342. ICML 2026Understanding Data Temporality Impact on Large Language Models Pre-training
1343. ICML 2026Understanding Generalization from Embedding Dimension and Distributional Convergence
1344. ICML 2026Unified Time Series Explanations via Amortized Optimization and Instance-level Multi-Expert Knowledge Distillation
1345. ICML 2026Unifying and Optimizing Data Values for Selection via Sequential Decision-Making
1346. ICML 2026Unifying Dataset Pruning and Distillation for Efficient Large-scale Compression
1347. ICML 2026Unifying Value Alignment and Assignment in Cross-Domain Offline Reinforcement Learning with Heterogeneous Datasets
1348. ICML 2026UniRRM: Unified Reasoning Reward Models Across Languages and Evaluation Paradigms
1349. ICML 2026Unlocking the Potential of Continual Model Merging: An ODE Perspective
1350. ICML 2026Unsupervised Camouflaged Object Detection with Dual-Eigenvector Spectral Pseudo-Labeling and Contrastive Refinement

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.