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 117 / 118 页

  1. NeurIPS 2023Sequential Subset Matching for Dataset Distillation
  2. NeurIPS 2023SG×P : A Sorghum Genotype × Phenotype Prediction Dataset and Benchmark
  3. NeurIPS 2023Simple, Scalable and Effective Clustering via One-Dimensional Projections
  4. NeurIPS 2023SiT Dataset: Socially Interactive Pedestrian Trajectory Dataset for Social Navigation Robots
  5. NeurIPS 2023SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense Reasoning
  6. NeurIPS 2023Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming
  7. NeurIPS 2023SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
  8. NeurIPS 2023SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
  9. NeurIPS 2023SoundCam: A Dataset for Finding Humans Using Room Acoustics
  10. NeurIPS 2023Sparse Parameterization for Epitomic Dataset Distillation
  11. NeurIPS 2023Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition
  12. NeurIPS 2023Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
  13. NeurIPS 2023Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective
  14. NeurIPS 2023SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
  15. NeurIPS 2023Stable Bias: Evaluating Societal Representations in Diffusion Models
  16. NeurIPS 2023StressID: a Multimodal Dataset for Stress Identification
  17. NeurIPS 2023SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking
  18. NeurIPS 2023SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
  19. NeurIPS 2023Survival Instinct in Offline Reinforcement Learning
  20. NeurIPS 2023SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis
  21. NeurIPS 2023Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
  22. NeurIPS 2023Temporal Graph Benchmark for Machine Learning on Temporal Graphs
  23. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
  24. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
  25. NeurIPS 2023The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation
  26. NeurIPS 2023The ToMCAT Dataset
  27. NeurIPS 2023Thin and deep Gaussian processes
  28. NeurIPS 2023TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation
  29. NeurIPS 2023ToolQA: A Dataset for LLM Question Answering with External Tools
  30. NeurIPS 2023Toward Re-Identifying Any Animal
  31. NeurIPS 2023Towards Better Dynamic Graph Learning: New Architecture and Unified Library
  32. NeurIPS 2023Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask?
  33. NeurIPS 2023Towards Personalized Federated Learning via Heterogeneous Model Reassembly
  34. NeurIPS 2023Towards Robust and Expressive Whole-body Human Pose and Shape Estimation
  35. NeurIPS 2023TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs
  36. NeurIPS 2023trajdata: A Unified Interface to Multiple Human Trajectory Datasets
  37. NeurIPS 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction
  38. NeurIPS 2023TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
  39. NeurIPS 2023Unbounded Differentially Private Quantile and Maximum Estimation
  40. NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
  41. NeurIPS 2023Universality and Limitations of Prompt Tuning
  42. NeurIPS 2023UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction
  43. NeurIPS 2023Validated Image Caption Rating Dataset
  44. NeurIPS 2023VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
  45. NeurIPS 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual Perception
  46. NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
  47. NeurIPS 2023WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes
  48. NeurIPS 2023What Can We Learn from Unlearnable Datasets?
  49. NeurIPS 2023Worst-case Performance of Popular Approximate Nearest Neighbor Search Implementations: Guarantees and Limitations
  50. NeurIPS 2023Wyze Rule: Federated Rule Dataset for Rule Recommendation Benchmarking

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。

「效率与系统」下的其他主题