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

每年论文数

各会议论文数

按年份和会议统计

数据集与基准论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023227162166382937
20244482163183641,346
20256374191893371,582
20266236352754581,991

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

全部数据集与基准论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 5,852 篇，第 114 / 118 页

  1. NeurIPS 2023Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis
  2. NeurIPS 2023Best Arm Identification with Fixed Budget: A Large Deviation Perspective
  3. NeurIPS 2023Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift
  4. NeurIPS 2023BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series
  5. NeurIPS 2023Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method
  6. NeurIPS 2023Boosting Spectral Clustering on Incomplete Data via Kernel Correction and Affinity Learning
  7. NeurIPS 2023BubbleML: A Multiphase Multiphysics Dataset and Benchmarks for Machine Learning
  8. NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
  9. NeurIPS 2023BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting
  10. NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
  11. NeurIPS 2023CARE-MI: Chinese Benchmark for Misinformation Evaluation in Maternity and Infant Care
  12. NeurIPS 2023CAST: Cross-Attention in Space and Time for Video Action Recognition
  13. NeurIPS 2023Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
  14. NeurIPS 2023ChessGPT: Bridging Policy Learning and Language Modeling
  15. NeurIPS 2023ChimpACT: A Longitudinal Dataset for Understanding Chimpanzee Behaviors
  16. NeurIPS 2023Closing the gap between the upper bound and lower bound of Adam's iteration complexity
  17. NeurIPS 2023Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
  18. NeurIPS 2023Core-sets for Fair and Diverse Data Summarization
  19. NeurIPS 2023Credal Marginal MAP
  20. NeurIPS 2023CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion
  21. NeurIPS 2023CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature Reviews
  22. NeurIPS 2023CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels
  23. NeurIPS 2023DAMEX: Dataset-aware Mixture-of-Experts for visual understanding of mixture-of-datasets
  24. NeurIPS 2023Data-Driven Network Neuroscience: On Data Collection and Benchmark
  25. NeurIPS 2023DataComp: In search of the next generation of multimodal datasets
  26. NeurIPS 2023DataPerf: Benchmarks for Data-Centric AI Development
  27. NeurIPS 2023Datasets and Benchmarks for Nanophotonic Structure and Parametric Design Simulations
  28. NeurIPS 2023Decoding the Enigma: Benchmarking Humans and AIs on the Many Facets of Working Memory
  29. NeurIPS 2023DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models
  30. NeurIPS 2023DICES Dataset: Diversity in Conversational AI Evaluation for Safety
  31. NeurIPS 2023Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning
  32. NeurIPS 2023Diverse Community Data for Benchmarking Data Privacy Algorithms
  33. NeurIPS 2023Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework
  34. NeurIPS 2023Domain Agnostic Fourier Neural Operators
  35. NeurIPS 2023Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand
  36. NeurIPS 2023Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy
  37. NeurIPS 2023Don’t Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner
  38. NeurIPS 2023Dream the Impossible: Outlier Imagination with Diffusion Models
  39. NeurIPS 2023DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual Screening
  40. NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
  41. NeurIPS 2023Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks
  42. NeurIPS 2023Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks
  43. NeurIPS 2023EgoTracks: A Long-term Egocentric Visual Object Tracking Dataset
  44. NeurIPS 2023EPIC Fields: Marrying 3D Geometry and Video Understanding
  45. NeurIPS 2023Estimating Generic 3D Room Structures from 2D Annotations
  46. NeurIPS 2023EV-Eye: Rethinking High-frequency Eye Tracking through the Lenses of Event Cameras
  47. NeurIPS 2023Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking
  48. NeurIPS 2023Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts
  49. NeurIPS 2023Expanding Small-Scale Datasets with Guided Imagination
  50. NeurIPS 2023Fast and Simple Spectral Clustering in Theory and Practice

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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