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 49 of 118

2401. ICLR 2025Confidence Elicitation: A New Attack Vector for Large Language Models
2402. ICLR 2025Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback
2403. ICLR 2025Consistency Checks for Language Model Forecasters
2404. ICLR 2025Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
2405. ICLR 2025ConvCodeWorld: Benchmarking Conversational Code Generation in Reproducible Feedback Environments
2406. ICLR 2025Coreset Selection via Reducible Loss in Continual Learning
2407. ICLR 2025Coreset Spectral Clustering
2408. ICLR 2025Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking
2409. ICLR 2025Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits
2410. ICLR 2025cryoSPHERE: Single-Particle HEterogeneous REconstruction from cryo EM
2411. ICLR 2025CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery
2412. ICLR 2025Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models
2413. ICLR 2025CycleResearcher: Improving Automated Research via Automated Review
2414. ICLR 2025DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life
2415. ICLR 2025Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning
2416. ICLR 2025Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-training of Deep Networks
2417. ICLR 2025Dataset Ownership Verification in Contrastive Pre-trained Models
2418. ICLR 2025Difference-of-submodular Bregman Divergence
2419. ICLR 2025Differentiable Integer Linear Programming
2420. ICLR 2025Diffusing States and Matching Scores: A New Framework for Imitation Learning
2421. ICLR 2025Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models
2422. ICLR 2025Diffusion Models as Cartoonists: The Curious Case of High Density Regions
2423. ICLR 2025DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
2424. ICLR 2025Distilling Dataset into Neural Field
2425. ICLR 2025Do Large Language Models Truly Understand Geometric Structures?
2426. ICLR 2025Do LLMs estimate uncertainty well in instruction-following?
2427. ICLR 2025Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs
2428. ICLR 2025Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives
2429. ICLR 2025Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want
2430. ICLR 2025DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation
2431. ICLR 2025DRoP: Distributionally Robust Data Pruning
2432. ICLR 2025Dynamic Contrastive Skill Learning with State-Transition Based Skill Clustering and Dynamic Length Adjustment
2433. ICLR 2025Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
2434. ICLR 2025Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks
2435. ICLR 2025Dysca: A Dynamic and Scalable Benchmark for Evaluating Perception Ability of LVLMs
2436. ICLR 2025ECD: A Machine Learning Benchmark for Predicting Enhanced-Precision Electronic Charge Density in Crystalline Inorganic Materials
2437. ICLR 2025Efficient Cross-Episode Meta-RL
2438. ICLR 2025ELFS: Label-Free Coreset Selection with Proxy Training Dynamics
2439. ICLR 2025EmbedLLM: Learning Compact Representations of Large Language Models
2440. ICLR 2025Equivariant Neural Functional Networks for Transformers
2441. ICLR 2025EvA: Erasing Spurious Correlations with Activations
2442. ICLR 2025Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective
2443. ICLR 2025Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles
2444. ICLR 2025Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
2445. ICLR 2025Expected Sliced Transport Plans
2446. ICLR 2025Explanations of GNN on Evolving Graphs via Axiomatic Layer edges
2447. ICLR 2025Exploring Learning Complexity for Efficient Downstream Dataset Pruning
2448. ICLR 2025Extending Mercer's expansion to indefinite and asymmetric kernels
2449. ICLR 2025Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning
2450. ICLR 2025Fair Clustering in the Sliding Window Model

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.