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

635 papers, page 11 of 13

501. ICLR 2026Self-Aligned Reward: Towards Effective and Efficient Reasoners
502. ICLR 2026Self-Consistency Improves the Trustworthiness of Self-Interpretable GNNs
503. ICLR 2026SelvaBox: A high‑resolution dataset for tropical tree crown detection
504. ICLR 2026Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images
505. ICLR 2026Signal in the Noise: Polysemantic Interference Transfers and Predicts Cross-Model Influence
506. ICLR 2026SimBench: Benchmarking the Ability of Large Language Models to Simulate Human Behaviors
507. ICLR 2026SimpleToM: Exposing the Gap between Explicit ToM Inference and Implicit ToM Application in LLMs
508. ICLR 2026SimuHome: A Temporal- and Environment-Aware Benchmark for Smart Home LLM Agents
509. ICLR 2026SkyEvents: A Large-Scale Event-enhanced UAV Dataset for Robust 3D Scene Reconstruction
510. ICLR 2026Slicing Wasserstein over Wasserstein via Functional Optimal Transport
511. ICLR 2026SmellNet: A Large-scale Dataset for Real-world Smell Recognition
512. ICLR 2026Smooth Calibration Error: Uniform Convergence and Functional Gradient Analysis
513. ICLR 2026SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge
514. ICLR 2026SpaCE-10: A Comprehensive Benchmark for Multimodal Large Language Models in Compositional Spatial Intelligence
515. ICLR 2026SpaCE-Eval: A Benchmark for Real-World Multi-Modal Reasoning
516. ICLR 2026Sparse Autoencoders Trained on the Same Data Learn Different Features
517. ICLR 2026SPARTA: Scalable and Principled Benchmark of Tree-Structured Multi-hop QA over Text and Tables
518. ICLR 2026Spatial CAPTCHA: Generatively Benchmarking Spatial Reasoning for Human-Machine Differentiation
519. ICLR 2026Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes
520. ICLR 2026Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language Models
521. ICLR 2026SpatiaLab: Can Vision–Language Models Perform Spatial Reasoning in the Wild?
522. ICLR 2026SpatialViz-Bench: A Cognitively-Grounded Benchmark for Diagnosing Spatial Visualization in MLLMs
523. ICLR 2026SpeakerVid-5M: A Large-Scale High-Quality Dataset for Audio-Visual Dyadic Interactive Human Generation
524. ICLR 2026SpecBranch: Speculative Decoding via Hybrid Drafting and Rollback-Aware Branch Parallelism
525. ICLR 2026Spectrum Tuning: Post-Training for Distributional Coverage and In-Context Steerability
526. ICLR 2026Speech-to-LaTeX: New Models and Datasets for Converting Spoken Equations and Sentences
527. ICLR 2026SpinBench: Perspective and Rotation as a Lens on Spatial Reasoning in VLMs
528. ICLR 2026SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus
529. ICLR 2026SplitLoRA: Balancing Stability and Plasticity in Continual Learning Through Gradient Space Splitting
530. ICLR 2026ST-WebAgentBench: A Benchmark for Evaluating Safety and Trustworthiness in Web Agents
531. ICLR 2026Stability Under Scrutiny: Benchmarking Representation Paradigms for Online HD Mapping
532. ICLR 2026STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence
533. ICLR 2026STAT: Skill-Targeted Adaptive Training
534. ICLR 2026Steering Embedding Models with Geometric Rotation: Mapping Semantic Relationships Across Languages and Models
535. ICLR 2026StoryAlign: Evaluating and Training Reward Models for Story Generation
536. ICLR 2026Summaries as Centroids for Interpretable and Scalable Text Clustering
537. ICLR 2026Supporting Multimodal Intermediate Fusion with Informatic Constraint and Distribution Coherence
538. ICLR 2026SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis
539. ICLR 2026Synthetic History: Evaluating Visual Representations of the Past in Diffusion Models
540. ICLR 2026SynthWorlds: Controlled Parallel Worlds for Disentangling Reasoning and Knowledge in Language Models
541. ICLR 2026SysMoBench: Evaluating AI on Formally Specifying Complex Real-World Systems
542. ICLR 2026Tab-MIA: A Benchmark Dataset for Membership Inference Attacks on Tabular Data in LLMs
543. ICLR 2026TABLET: A Large-Scale Dataset for Robust Visual Table Understanding
544. ICLR 2026TabStruct: Measuring Structural Fidelity of Tabular Data
545. ICLR 2026TaCo: A Benchmark for Lossless and Lossy Codecs of Heterogeneous Tactile Data
546. ICLR 2026Take Note: Your Molecular Dataset Is Probably Aligned
547. ICLR 2026Talk, Evaluate, Diagnose: User-aware Agent Evaluation with Automated Error Analysis
548. ICLR 2026TangleScore: Tangle-Guided Purge and Imprint for Unstructured Knowledge Editing
549. ICLR 2026TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations
550. ICLR 2026Teach2Eval: An Interaction-Driven LLMs Evaluation Method via Teaching Effectiveness

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.