数据集与基准论文趋势 2023–2026
新数据集与评测协议
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 篇被归入该主题的论文。
主要结论
- 数据集与基准论文从 2023 年的 937 篇增长到 2026 年的 1,991 篇，三年间扩大到约 2.1 倍。
- NeurIPS 是发数据集与基准论文最多的会议，2023–2026 年共 1,935 篇，占四个会议总量的 33%。
- 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 194 篇。
- 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的硬件协同是 4.4 倍，数据集与基准是 2.1 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- 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
全部数据集与基准论文
共 1,432 篇，第 8 / 29 页
- ICLR 2026MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use
- ICLR 2026Measuring LLM Novelty As The Frontier Of Original And High-Quality Output
- ICLR 2026Measuring Uncertainty Calibration
- ICLR 2026MedAraBench: Large-scale Arabic Medical Question Answering Dataset and Benchmark
- ICLR 2026Medical thinking with multiple images
- ICLR 2026MedLesionVQA: A Multimodal Benchmark Emulating Clinical Visual Diagnosis for Body Surface Health
- ICLR 2026MIMIC-Bench: Exploring the User-Like Thinking and Mimicking Capabilities of Multimodal Large Language Models
- ICLR 2026Minimax Sample Complexity of Graph Neural Networks: Lower Bounds and Structural Effects
- ICLR 2026Mix-Ecom: Towards Mixed-Type E-Commerce Dialogues with Complex Domain Rules
- ICLR 2026Mixed-Curvature Tree-Sliced Wasserstein Distance
- ICLR 2026MLE-Smith: Scaling MLE Tasks with Automated Multi-agent Pipeline
- ICLR 2026MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models
- ICLR 2026MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning
- ICLR 2026MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos
- ICLR 2026MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence
- ICLR 2026MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark
- ICLR 2026MnemoDyn: Learning Resting State Dynamics from $40$K FMRI sequences
- ICLR 2026MolecularIQ: Characterizing Chemical Reasoning Capabilities Through Symbolic Verification on Molecular Graphs
- ICLR 2026MolLangBench: A Comprehensive Benchmark for Language-Prompted Molecular Structure Recognition, Editing, and Generation
- ICLR 2026Monocular Normal Estimation via Shading Sequence Estimation
- ICLR 2026MoReBench: Evaluating Procedural and Pluralistic Moral Reasoning in Language Models, More than Outcomes
- ICLR 2026Moving Beyond Medical Exams: A Clinician-Annotated Fairness Dataset of Real-World Tasks and Ambiguity in Mental Healthcare
- ICLR 2026MRMR: A Realistic and Expert-Level Multidisciplinary Benchmark for Reasoning-Intensive Multimodal Retrieval
- ICLR 2026Multi-LCB: Extending LiveCodeBench to Multiple Programming Languages
- ICLR 2026Multi-modal Data Spectrum: Multi-modal Datasets are Multi-dimensional
- ICLR 2026Multilingual Routing in Mixture-of-Experts
- ICLR 2026Multimodal Dataset Distillation via Phased Teacher Models
- ICLR 2026NarrLV: Towards a Comprehensive Narrative-Centric Evaluation for Long Video Generation
- ICLR 2026Natural Identifiers for Privacy and Data Audits in Large Language Models
- ICLR 2026NC-Bench and NCfold: A Benchmark and Closed-Loop Framework for RNA Non-Canonical Base-Pair Prediction
- ICLR 2026Negative Pre-activations Differentiate Syntax
- ICLR 2026Nemotron-CC-Math: A 133 Billion-Token-Scale High Quality Math Pretraining Dataset
- ICLR 2026NetArena: Dynamically Generated LLM Benchmarks for Network Applications
- ICLR 2026Neural Sum-of-Squares: Certifying the Nonnegativity of Polynomials with Transformers
- ICLR 2026Neural Theorem Proving for Verification Conditions: A Real-World Benchmark
- ICLR 2026NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents
- ICLR 2026Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization
- ICLR 2026Non-Collaborative User Simulators for Tool Agents
- ICLR 2026Nonparametric Teaching of Attention Learners
- ICLR 2026NurValues: Real-World Nursing Values Evaluation for Large Language Models in Clinical Context
- ICLR 2026OD$^3$: Optimization-free Dataset Distillation for Object Detection
- ICLR 2026ODI-Bench: Can MLLMs Understand Immersive Omnidirectional Environments?
- ICLR 2026Omni-iEEG: A Large-Scale, Comprehensive iEEG Dataset and Benchmark for Epilepsy Research
- ICLR 2026OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models
- ICLR 2026OmniSTVG: Toward Spatio-Temporal Omni-Object Video Grounding
- ICLR 2026OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling
- ICLR 2026On Powerful Ways to Generate: Autoregression, Diffusion, and Beyond
- ICLR 2026On the Eligibility of LLMs for Counterfactual Reasoning: A Decompositional Study
- ICLR 2026On the Impact of the Utility in Semivalue-based Data Valuation
- ICLR 2026On the Interaction of Compressibility and Adversarial Robustness
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查数据集与基准在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "dataset-and-benchmarks"}
常见问题
- 2023–2026 年四大会议一共有多少篇数据集与基准论文？
- 共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。
- NeurIPS 2026 有多少篇数据集与基准论文？
- NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。
- ICLR 2026 有多少篇数据集与基准论文？
- ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。
- ICML 2026 有多少篇数据集与基准论文？
- ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。
- CVPR 2026 有多少篇数据集与基准论文？
- CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。
- 哪个会议的数据集与基准论文最多？
- NeurIPS，2023–2026 年共 1,935 篇。