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 73 / 118 页

  1. CVPR 2024BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning
  2. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
  3. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
  4. CVPR 2024Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs
  5. CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
  6. CVPR 2024BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
  7. CVPR 2024BiPer: Binary Neural Networks using a Periodic Function
  8. CVPR 2024Blind Image Quality Assessment Based on Geometric Order Learning
  9. CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
  10. CVPR 2024Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach
  11. CVPR 2024BoQ: A Place is Worth a Bag of Learnable Queries
  12. CVPR 2024Brain Decodes Deep Nets
  13. CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
  14. CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
  15. CVPR 2024CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
  16. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
  17. CVPR 2024Capturing Closely Interacted Two-Person Motions with Reaction Priors
  18. CVPR 2024Close Imitation of Expert Retouching for Black-and-White Photography
  19. CVPR 2024COCONut: Modernizing COCO Segmentation
  20. CVPR 2024CoGS: Controllable Gaussian Splatting
  21. CVPR 2024Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline
  22. CVPR 2024Combining Frame and GOP Embeddings for Neural Video Representation
  23. CVPR 2024Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods
  24. CVPR 2024Complementing Event Streams and RGB Frames for Hand Mesh Reconstruction
  25. CVPR 2024Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning
  26. CVPR 2024Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy
  27. CVPR 2024Continual Segmentation with Disentangled Objectness Learning and Class Recognition
  28. CVPR 2024Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
  29. CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
  30. CVPR 2024Cross-spectral Gated-RGB Stereo Depth Estimation
  31. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
  32. CVPR 2024CurveCloudNet: Processing Point Clouds with 1D Structure
  33. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
  34. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
  35. CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
  36. CVPR 2024Data Valuation and Detections in Federated Learning
  37. CVPR 2024Data-Free Quantization via Pseudo-label Filtering
  38. CVPR 2024Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations
  39. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
  40. CVPR 2024DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
  41. CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
  42. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
  43. CVPR 2024Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning
  44. CVPR 2024Detector-Free Structure from Motion
  45. CVPR 2024Dexterous Grasp Transformer
  46. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
  47. CVPR 2024Differentiable Display Photometric Stereo
  48. CVPR 2024DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based Refinement
  49. CVPR 2024Diffusion Models Without Attention
  50. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance

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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