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 115 / 118 页

  1. NeurIPS 2023FAST: a Fused and Accurate Shrinkage Tree for Heterogeneous Treatment Effects Estimation
  2. NeurIPS 2023FiGURe: Simple and Efficient Unsupervised Node Representations with Filter Augmentations
  3. NeurIPS 2023FlatMatch: Bridging Labeled Data and Unlabeled Data with Cross-Sharpness for Semi-Supervised Learning
  4. NeurIPS 2023Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization
  5. NeurIPS 2023Frequency Domain-Based Dataset Distillation
  6. NeurIPS 2023Gacs-Korner Common Information Variational Autoencoder
  7. NeurIPS 2023GeoDE: a Geographically Diverse Evaluation Dataset for Object Recognition
  8. NeurIPS 2023GMSF: Global Matching Scene Flow
  9. NeurIPS 2023GPEX, A Framework For Interpreting Artificial Neural Networks
  10. NeurIPS 2023GSLB: The Graph Structure Learning Benchmark
  11. NeurIPS 2023H-nobs: Achieving Certified Fairness and Robustness in Distributed Learning on Heterogeneous Datasets
  12. NeurIPS 2023Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks
  13. NeurIPS 2023How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources
  14. NeurIPS 2023How hard are computer vision datasets? Calibrating dataset difficulty to viewing time
  15. NeurIPS 2023HT-Step: Aligning Instructional Articles with How-To Videos
  16. NeurIPS 2023Humans in Kitchens: A Dataset for Multi-Person Human Motion Forecasting with Scene Context
  17. NeurIPS 2023Hyper-HMM: aligning human brains and semantic features in a common latent event space
  18. NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
  19. NeurIPS 2023ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets
  20. NeurIPS 2023Imitation Learning from Imperfection: Theoretical Justifications and Algorithms
  21. NeurIPS 2023Improving multimodal datasets with image captioning
  22. NeurIPS 2023Initialization-Dependent Sample Complexity of Linear Predictors and Neural Networks
  23. NeurIPS 2023INSPECT: A Multimodal Dataset for Pulmonary Embolism Diagnosis and Prognosis
  24. NeurIPS 2023Into the LAION’s Den: Investigating Hate in Multimodal Datasets
  25. NeurIPS 2023Joint Feature and Differentiable $ k $-NN Graph Learning using Dirichlet Energy
  26. NeurIPS 2023Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization
  27. NeurIPS 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
  28. NeurIPS 2023Katakomba: Tools and Benchmarks for Data-Driven NetHack
  29. NeurIPS 2023Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
  30. NeurIPS 2023Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model
  31. NeurIPS 2023Label Poisoning is All You Need
  32. NeurIPS 2023LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark
  33. NeurIPS 2023LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
  34. NeurIPS 2023Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs
  35. NeurIPS 2023Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion
  36. NeurIPS 2023Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
  37. NeurIPS 2023Learning to Group Auxiliary Datasets for Molecule
  38. NeurIPS 2023Leveraging Locality and Robustness to Achieve Massively Scalable Gaussian Process Regression
  39. NeurIPS 2023Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning
  40. NeurIPS 2023Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT
  41. NeurIPS 2023LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering
  42. NeurIPS 2023Lung250M-4B: A Combined 3D Dataset for CT- and Point Cloud-Based Intra-Patient Lung Registration
  43. NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
  44. NeurIPS 2023Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off
  45. NeurIPS 2023Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits
  46. NeurIPS 2023Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
  47. NeurIPS 2023Mathematical Capabilities of ChatGPT
  48. NeurIPS 2023MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation
  49. NeurIPS 2023MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery
  50. NeurIPS 2023MiliPoint: A Point Cloud Dataset for mmWave Radar

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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