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 1,987 篇，第 5 / 40 页

  1. CVPR 2026LangField4D Learning Identity-Adaptive and Spatio-Temporal Continuous 4D Language Fields for
  2. CVPR 2026LazyVAR Accelerating Visual Autoregressive Models via Scale-wise Token Pruning and
  3. CVPR 2026Learnability-Guided Diffusion for Dataset Distillation
  4. CVPR 2026Learning 3D Reconstruction with Priors in Test Time
  5. CVPR 2026Learning Convex Decomposition via Feature Fields
  6. CVPR 2026Learning Eigenstructures of Unstructured Data Manifolds
  7. CVPR 2026Learning from Oblivion Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting
  8. CVPR 2026Learning Latent Transmission and Glare Maps for Lens Veiling Glare
  9. CVPR 2026Learning Personalized Photographic Style from Pairwise User Preferences
  10. CVPR 2026Learning to Diversify and Focus A Reinforcement Framework for Open-Vocabulary
  11. CVPR 2026Learning to Focus and Precise CroppingA Reinforcement Learning Framework with
  12. CVPR 2026Learning to Solve PDEs on Neural Shape Representations
  13. CVPR 2026Learning to Track Instance from Single Nature Language Description
  14. CVPR 2026Learning What Matters Prioritized Concept Learning via Relative Error-driven Sample
  15. CVPR 2026Learning Where to Look and How to Judge Resolution-agnostic Image
  16. CVPR 2026LEMON A Large Endoscopic MONocular Dataset and Foundation Model for
  17. CVPR 2026Leveraging Multispectral Sensors for Color Correction in Mobile Cameras
  18. CVPR 2026Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
  19. CVPR 2026LIFT and PLACE A Simple Stable and Effective Knowledge Distillation
  20. CVPR 2026Linking Perception Confidence and Accuracy in MLLMs
  21. CVPR 2026LiREC-Net A Target-Free and Learning-Based Network for LiDAR RGB and
  22. CVPR 2026LitePT Lighter Yet Stronger Point Transformer
  23. CVPR 2026LNEM Lunar Neural Elevation Model
  24. CVPR 2026Long-Tail Internet Photo Reconstruction
  25. CVPR 2026LumiMotion Improving Gaussian Relighting with Scene Dynamics
  26. CVPR 2026Lumosaic Hyperspectral Video via Active Illumination and Coded-Exposure Pixels
  27. CVPR 2026LuxRemix Lighting Decomposition and Remixing for Indoor Scenes
  28. CVPR 2026M3DLayout A Multi-Source Dataset of 3D Indoor Layouts and Structured
  29. CVPR 2026M3Grounder Mask-Based Multi-Span and Multi-Granular Grounding for Document QA
  30. CVPR 2026ManifoldGD Training-Free Hierarchical Manifold Guidance for Diffusion-Based Dataset Distillation
  31. CVPR 2026MARSS Radar Semantic Segmentation via Modular Attention and State Space
  32. CVPR 2026MatAnyone 2 Scaling Video Matting via a Learned Quality Evaluator
  33. CVPR 2026Matching Every Pair to Track Every Point PairFormer for All-Pairs
  34. CVPR 2026Material Magic Wand Material-Aware Grouping of 3D Parts in Untextured
  35. CVPR 2026MERG3R A Divide-and-Conquer Approach to Large-Scale Neural Visual Geometry
  36. CVPR 2026MERLIN Building Low-SNR Robust Multimodal LLMs for Electromagnetic Signals
  37. CVPR 2026MeteorPred A Meteorological Multimodal Large Model and Dataset for Severe
  38. CVPR 2026MetroGS Efficient and Stable Reconstruction of Geometrically Accurate High-Fidelity Large-Scale
  39. CVPR 2026MICo-150K A Comprehensive Dataset Advancing Multi-Image Composition
  40. CVPR 2026Mind the Gap Transferring Labels to Align Object Detection Datasets
  41. CVPR 2026Mind the Hitch Dynamic Calibration and Articulated Perception for Autonomous
  42. CVPR 2026Mind the Way You Select Negative Texts Pursuing the Distance
  43. CVPR 2026MiniCPM-V 4.5 Cooking Efficient MLLMs via Architecture Data and Training
  44. CVPR 2026Mitigating Error Amplification in Fast Adversarial Training
  45. CVPR 2026Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection
  46. CVPR 2026Mitigating The Distribution Shift of Diffusion-based Dataset Distillation
  47. CVPR 2026MMVIP A Visible-infrared Paired Dataset for Multi-weather Marine Vision
  48. CVPR 2026Models as Lego Builders Assembling Malice from Benign Blocks via
  49. CVPR 2026MOGeo Beyond One-to-One Cross-View Object Geo-localization
  50. CVPR 2026Molmo2 Open Weights and Data for Vision-Language Models with Video

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