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 227 篇，第 4 / 5 页

  1. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
  2. NeurIPS 2023Predicting a Protein's Stability under a Million Mutations
  3. NeurIPS 2023ProBio: A Protocol-guided Multimodal Dataset for Molecular Biology Lab
  4. NeurIPS 2023ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design
  5. NeurIPS 2023ProteinShake: Building datasets and benchmarks for deep learning on protein structures
  6. NeurIPS 2023PTADisc: A Cross-Course Dataset Supporting Personalized Learning in Cold-Start Scenarios
  7. NeurIPS 2023Randomized and Deterministic Maximin-share Approximations for Fractionally Subadditive Valuations
  8. NeurIPS 2023REASONER: An Explainable Recommendation Dataset with Comprehensive Labeling Ground Truths
  9. NeurIPS 2023Recaptured Raw Screen Image and Video Demoiréing via Channel and Spatial Modulations
  10. NeurIPS 2023ReDS: Offline RL With Heteroskedastic Datasets via Support Constraints
  11. NeurIPS 2023Regression with Cost-based Rejection
  12. NeurIPS 2023RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head Avatars
  13. NeurIPS 2023Renku: a platform for sustainable data science
  14. NeurIPS 2023RETVec: Resilient and Efficient Text Vectorizer
  15. NeurIPS 2023Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union
  16. NeurIPS 2023Revisiting Out-of-distribution Robustness in NLP: Benchmarks, Analysis, and LLMs Evaluations
  17. NeurIPS 2023Revisiting the Minimalist Approach to Offline Reinforcement Learning
  18. NeurIPS 2023Robust covariance estimation with missing values and cell-wise contamination
  19. NeurIPS 2023Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy
  20. NeurIPS 2023RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation
  21. NeurIPS 2023Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds
  22. NeurIPS 2023SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
  23. NeurIPS 2023SatBird: a Dataset for Bird Species Distribution Modeling using Remote Sensing and Citizen Science Data
  24. NeurIPS 2023Scaling Data-Constrained Language Models
  25. NeurIPS 2023Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images
  26. NeurIPS 2023Sequential Subset Matching for Dataset Distillation
  27. NeurIPS 2023SG×P : A Sorghum Genotype × Phenotype Prediction Dataset and Benchmark
  28. NeurIPS 2023Simple, Scalable and Effective Clustering via One-Dimensional Projections
  29. NeurIPS 2023SiT Dataset: Socially Interactive Pedestrian Trajectory Dataset for Social Navigation Robots
  30. NeurIPS 2023SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense Reasoning
  31. NeurIPS 2023Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming
  32. NeurIPS 2023SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
  33. NeurIPS 2023SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
  34. NeurIPS 2023SoundCam: A Dataset for Finding Humans Using Room Acoustics
  35. NeurIPS 2023Sparse Parameterization for Epitomic Dataset Distillation
  36. NeurIPS 2023Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition
  37. NeurIPS 2023Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
  38. NeurIPS 2023Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective
  39. NeurIPS 2023SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
  40. NeurIPS 2023Stable Bias: Evaluating Societal Representations in Diffusion Models
  41. NeurIPS 2023StressID: a Multimodal Dataset for Stress Identification
  42. NeurIPS 2023SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking
  43. NeurIPS 2023SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
  44. NeurIPS 2023Survival Instinct in Offline Reinforcement Learning
  45. NeurIPS 2023SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis
  46. NeurIPS 2023Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
  47. NeurIPS 2023Temporal Graph Benchmark for Machine Learning on Temporal Graphs
  48. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
  49. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
  50. NeurIPS 2023The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation

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