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 100 / 118 页

  1. CVPR 2023BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated Motion
  2. CVPR 2023Benchmarking Self-Supervised Learning on Diverse Pathology Datasets
  3. CVPR 2023Best of Both Worlds: Multimodal Contrastive Learning With Tabular and Imaging Data
  4. CVPR 2023Bias Mimicking: A Simple Sampling Approach for Bias Mitigation
  5. CVPR 2023BiasBed - Rigorous Texture Bias Evaluation
  6. CVPR 2023Boosting Semi-Supervised Learning by Exploiting All Unlabeled Data
  7. CVPR 2023Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization
  8. CVPR 2023Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary
  9. CVPR 2023Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack
  10. CVPR 2023BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects
  11. CVPR 2023Camouflaged Instance Segmentation via Explicit De-Camouflaging
  12. CVPR 2023CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss
  13. CVPR 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects
  14. CVPR 2023CCuantuMM: Cycle-Consistent Quantum-Hybrid Matching of Multiple Shapes
  15. CVPR 2023CelebV-Text: A Large-Scale Facial Text-Video Dataset
  16. CVPR 2023CFA: Class-Wise Calibrated Fair Adversarial Training
  17. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
  18. CVPR 2023CIMI4D: A Large Multimodal Climbing Motion Dataset Under Human-Scene Interactions
  19. CVPR 2023CIRCLE: Capture in Rich Contextual Environments
  20. CVPR 2023Class Adaptive Network Calibration
  21. CVPR 2023Class Prototypes Based Contrastive Learning for Classifying Multi-Label and Fine-Grained Educational Videos
  22. CVPR 2023Class-Balancing Diffusion Models
  23. CVPR 2023CLOTH4D: A Dataset for Clothed Human Reconstruction
  24. CVPR 2023CNVid-3.5M: Build, Filter, and Pre-Train the Large-Scale Public Chinese Video-Text Dataset
  25. CVPR 2023Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM
  26. CVPR 2023CoMFormer: Continual Learning in Semantic and Panoptic Segmentation
  27. CVPR 2023Common Pets in 3D: Dynamic New-View Synthesis of Real-Life Deformable Categories
  28. CVPR 2023Computationally Budgeted Continual Learning: What Does Matter?
  29. CVPR 2023Connecting the Dots: Floorplan Reconstruction Using Two-Level Queries
  30. CVPR 2023Connecting Vision and Language With Video Localized Narratives
  31. CVPR 2023Continuous Sign Language Recognition With Correlation Network
  32. CVPR 2023ConvNeXt V2: Co-Designing and Scaling ConvNets With Masked Autoencoders
  33. CVPR 2023Correspondence Transformers With Asymmetric Feature Learning and Matching Flow Super-Resolution
  34. CVPR 2023CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation
  35. CVPR 2023CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability
  36. CVPR 2023Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences Between Pretrained Generative Models
  37. CVPR 2023CUDA: Convolution-Based Unlearnable Datasets
  38. CVPR 2023CUF: Continuous Upsampling Filters
  39. CVPR 2023DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks
  40. CVPR 2023DBARF: Deep Bundle-Adjusting Generalizable Neural Radiance Fields
  41. CVPR 2023DC2: Dual-Camera Defocus Control by Learning To Refocus
  42. CVPR 2023DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking
  43. CVPR 2023Decompose More and Aggregate Better: Two Closer Looks at Frequency Representation Learning for Human Motion Prediction
  44. CVPR 2023Decoupling Human and Camera Motion From Videos in the Wild
  45. CVPR 2023Decoupling-and-Aggregating for Image Exposure Correction
  46. CVPR 2023Deep Deterministic Uncertainty: A New Simple Baseline
  47. CVPR 2023Deep Factorized Metric Learning
  48. CVPR 2023Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
  49. CVPR 2023Deep Hashing With Minimal-Distance-Separated Hash Centers
  50. CVPR 2023Deep Incomplete Multi-View Clustering With Cross-View Partial Sample and Prototype Alignment

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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