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

1,582 papers, page 7 of 32

301. CVPR 2025Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory
302. CVPR 2025Towards Universal Dataset Distillation via Task-Driven Diffusion
303. CVPR 2025Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models
304. CVPR 2025Tracktention: Leveraging Point Tracking to Attend Videos Faster and Better
305. CVPR 2025Twinner: Shining Light on Digital Twins in a Few Snaps
306. CVPR 2025Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
307. CVPR 2025UA-Pose: Uncertainty-Aware 6D Object Pose Estimation and Online Object Completion with Partial References
308. CVPR 2025UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification
309. CVPR 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units
310. CVPR 2025Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks
311. CVPR 2025UnCommon Objects in 3D
312. CVPR 2025Uni-Renderer: Unifying Rendering and Inverse Rendering Via Dual Stream Diffusion
313. CVPR 2025Unified Reconstruction of Static and Dynamic Scenes from Events
314. CVPR 2025UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation
315. CVPR 2025UniK3D: Universal Camera Monocular 3D Estimation
316. CVPR 2025UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines
317. CVPR 2025Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation
318. CVPR 2025Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization
319. CVPR 2025Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly
320. CVPR 2025UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation
321. CVPR 2025V^2Dial: Unification of Video and Visual Dialog via Multimodal Experts
322. CVPR 2025V2V3D: View-to-View Denoised 3D Reconstruction for Light Field Microscopy
323. CVPR 2025ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation
324. CVPR 2025Vid2Avatar-Pro: Authentic Avatar from Videos in the Wild via Universal Prior
325. CVPR 2025VidComposition: Can MLLMs Analyze Compositions in Compiled Videos?
326. CVPR 2025VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
327. CVPR 2025VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation
328. CVPR 2025VolFormer: Explore More Comprehensive Cube Interaction for Hyperspectral Image Restoration and Beyond
329. CVPR 2025Volume Tells: Dual Cycle-Consistent Diffusion for 3D Fluorescence Microscopy De-noising and Super-Resolution
330. CVPR 2025VSNet: Focusing on the Linguistic Characteristics of Sign Language
331. CVPR 2025VTON 360: High-Fidelity Virtual Try-On from Any Viewing Direction
332. CVPR 2025Wavelet and Prototype Augmented Query-based Transformer for Pixel-level Surface Defect Detection
333. CVPR 2025What Makes a Good Dataset for Knowledge Distillation?
334. CVPR 2025Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
335. CVPR 2025WildAvatar: Learning In-the-wild 3D Avatars from the Web
336. CVPR 2025WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild
337. CVPR 2025XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery?
338. ICLR 2025{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains
339. ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
340. ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
341. ICLR 2025A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation
342. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
343. ICLR 2025A New Perspective on Shampoo's Preconditioner
344. ICLR 2025A Probabilistic Perspective on Unlearning and Alignment for Large Language Models
345. ICLR 2025A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules
346. ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
347. ICLR 2025Accelerating neural network training: An analysis of the AlgoPerf competition
348. ICLR 2025ACES: Automatic Cohort Extraction System for Event-Stream Datasets
349. ICLR 2025ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
350. ICLR 2025Active Learning for Neural PDE Solvers

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.