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

948 papers, page 9 of 19

401. ICML 2025Position: In-House Evaluation Is Not Enough. Towards Robust Third-Party Evaluation and Flaw Disclosure for General-Purpose AI
402. ICML 2025Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity
403. ICML 2025Position: Societal Impacts Research Requires Benchmarks for Creative Composition Tasks
404. ICML 2025Position: Stop treating `AGI' as the north-star goal of AI research
405. ICML 2025Position: The Categorization of Race in ML is a Flawed Premise
406. ICML 2025Position: Theory of Mind Benchmarks are Broken for Large Language Models
407. ICML 2025Position: Truly Self-Improving Agents Require Intrinsic Metacognitive Learning
408. ICML 2025Positive-unlabeled AUC Maximization under Covariate Shift
409. ICML 2025Potemkin Understanding in Large Language Models
410. ICML 2025Predicting the Susceptibility of Examples to Catastrophic Forgetting
411. ICML 2025Predictive Data Selection: The Data That Predicts Is the Data That Teaches
412. ICML 2025Prompt-based Depth Pruning of Large Language Models
413. ICML 2025Protein Structure Tokenization: Benchmarking and New Recipe
414. ICML 2025QEM-Bench: Benchmarking Learning-based Quantum Error Mitigation and QEMFormer as a Multi-ranged Context Learning Baseline
415. ICML 2025RAGGED: Towards Informed Design of Scalable and Stable RAG Systems
416. ICML 2025Reconstructing Cell Lineage Trees from Phenotypic Features with Metric Learning
417. ICML 2025Regression for the Mean: Auto-Evaluation and Inference with Few Labels through Post-hoc Regression
418. ICML 2025Reliable and Efficient Amortized Model-based Evaluation
419. ICML 2025Rényi Neural Processes
420. ICML 2025Rethinking the Stability-Plasticity Trade-off in Continual Learning from an Architectural Perspective
421. ICML 2025Robust ML Auditing using Prior Knowledge
422. ICML 2025Robust Offline Reinforcement Learning with Linearly Structured $f$-Divergence Regularization
423. ICML 2025ROME is Forged in Adversity: Robust Distilled Datasets via Information Bottleneck
424. ICML 2025Safe Delta: Consistently Preserving Safety when Fine-Tuning LLMs on Diverse Datasets
425. ICML 2025Sanity Checking Causal Representation Learning on a Simple Real-World System
426. ICML 2025Scalable Approximation Algorithms for $p$-Wasserstein Distance and Its Variants
427. ICML 2025SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning
428. ICML 2025Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning
429. ICML 2025SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning
430. ICML 2025SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression
431. ICML 2025SNS-Bench: Defining, Building, and Assessing Capabilities of Large Language Models in Social Networking Services
432. ICML 2025Solving Probabilistic Verification Problems of Neural Networks using Branch and Bound
433. ICML 2025Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization
434. ICML 2025Stable Offline Value Function Learning with Bisimulation-based Representations
435. ICML 2025STAMP Your Content: Proving Dataset Membership via Watermarked Rephrasings
436. ICML 2025Stochastic Forward–Backward Deconvolution: Training Diffusion Models with Finite Noisy Datasets
437. ICML 2025TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems
438. ICML 2025TabSDS: a Lightweight, Fully Non-Parametric, and Model Free Approach for Generating Synthetic Tabular Data
439. ICML 2025Taming Diffusion for Dataset Distillation with High Representativeness
440. ICML 2025TeDS: Joint Learning of Diachronic and Synchronic Perspectives in Quaternion Space for Temporal Knowledge Graph Completion
441. ICML 2025The Best of Both Worlds: Bridging Quality and Diversity in Data Selection with Bipartite Graph
442. ICML 2025The Emperor's New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination
443. ICML 2025The Power of Random Features and the Limits of Distribution-Free Gradient Descent
444. ICML 2025The Price of Freedom: Exploring Expressivity and Runtime Tradeoffs in Equivariant Tensor Products
445. ICML 2025The Underlying Universal Statistical Structure of Natural Datasets
446. ICML 2025Three-Dimensional Trajectory Prediction with 3DMoTraj Dataset
447. ICML 2025Toward Robust Hyper-Detailed Image Captioning: A Multiagent Approach and Dual Evaluation Metrics for Factuality and Coverage
448. ICML 2025Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer
449. ICML 2025Training Software Engineering Agents and Verifiers with SWE-Gym
450. ICML 2025Trajectory World Models for Heterogeneous Environments

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.