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 4 / 40 页

  1. CVPR 2026G-MIXER Geodesic Mixup-based Implicit Semantic Expansion and Explicit Semantic Re-ranking
  2. CVPR 2026Garments2Look A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with
  3. CVPR 2026Gastric-X A Multimodal Multi-Phase Benchmark Dataset for Advancing Vision-Language Models
  4. CVPR 2026Gaze Target Estimation Anywhere with Concepts
  5. CVPR 2026GazeShift Unsupervised Gaze Estimation and Dataset for VR
  6. CVPR 2026GEM Generating LiDAR World Model via Deformable Mamba
  7. CVPR 2026Generalizable Co-Salient Object Detection via Mixed Content-Style Modulation
  8. CVPR 2026Generalized and Personalized Federated Learning with Black-Box Foundation Models via
  9. CVPR 2026Generalized-CVO Fast and Correspondence-Free Local Point Cloud Registration with Second
  10. CVPR 2026GeoAgent Learning to Geolocate Everywhere with Reinforced Geographic Characteristics
  11. CVPR 2026Geometric-Photometric Event-based 3D Gaussian Ray Tracing
  12. CVPR 2026Geometry-driven OOD Detectors Are Class-Incremental Learners
  13. CVPR 2026GeoMMBench and GeoMMAgent Toward Expert-Level Multimodal Intelligence in Geoscience and
  14. CVPR 2026GGPT Geometry-Grounded Point Transformer
  15. CVPR 2026Ghost-FWL A Large-Scale Full-Waveform LiDAR Dataset for Ghost Detection and
  16. CVPR 2026Global Structure-from-Motion Meets Feedforward Reconstruction
  17. CVPR 2026Global-Graph Guided and Local-Graph Weighted Contrastive Learning for Unified Clustering
  18. CVPR 2026Group Editing Edit Multiple Images in One Go
  19. CVPR 2026GUI-CEval A Hierarchical and Comprehensive Chinese Benchmark for Mobile GUI
  20. CVPR 2026GUIDE A Benchmark for Understanding and Assisting Users in Open-Ended
  21. CVPR 2026Guiding Diffusion Models with Fine-Grained Conditions and Semantics-Preserving Sampling for
  22. CVPR 2026H2A2 Homogeneity-Aware and Heterogeneity-Aware Feature Perception for Unified Indoor 3D
  23. CVPR 2026HalluGen Synthesizing Realistic and Controllable Hallucinations for Evaluating Image Restoration
  24. CVPR 2026HandVQA Diagnosing and Improving Fine-Grained Spatial Reasoning about Hands in
  25. CVPR 2026HandX Scaling Bimanual Motion and Interaction Generation
  26. CVPR 2026HCL-FF Hierarchical and Contrastive Learning for Forward-Forward Algorithm
  27. CVPR 2026HDW-SR High-Frequency Guided Diffusion Model based on Wavelet Decomposition for
  28. CVPR 2026HFedATM Hierarchical Federated Domain Generalization via Optimal Transport and Regularized
  29. CVPR 2026Hi-Lo Prune Look at What Youll Lose before Pruning with
  30. CVPR 2026Hier-COS Making Deep Features Hierarchy-aware via Composition of Orthogonal Subspaces
  31. CVPR 2026HierAmp Coarse-to-Fine Autoregressive Amplification for Generative Dataset Distillation
  32. CVPR 2026High-Quality and Efficient Turbulence Mitigation with Events
  33. CVPR 2026History to Future Evolving Agent with Experience and Thought for
  34. CVPR 2026Hoi - A Multimodal Dataset for Force-Grounded Cross-View Articulated Manipulation
  35. CVPR 2026HorizonForge Driving Scene Editing with Any Trajectories and Any Vehicles
  36. CVPR 2026How to Take a Memorable Picture Empowering Users with Actionable
  37. CVPR 2026HUMAPS-4D A Multimodal Dataset for HUman Motion Analysis with Physiological
  38. CVPR 2026ICTPolarReal A Polarized Reflection and Material Dataset of Real World
  39. CVPR 2026IF-Bench Benchmarking and Enhancing MLLMs for Infrared Images with Generative
  40. CVPR 2026iLRM An Iterative Large 3D Reconstruction Model
  41. CVPR 2026Imbalanced View Contribution Evaluation and Refinement for Deep Incomplete Multi-View
  42. CVPR 2026ImmerIris A Large-Scale Dataset and Benchmark for Off-Axis and Unconstrained
  43. CVPR 2026IMS3 Breaking Distributional Aggregation in Diffusion-Based Dataset Distillation
  44. CVPR 2026InfiniDepth Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields
  45. CVPR 2026Inter-Photon-Limited Videography
  46. CVPR 2026Is Bin Generation Indispensable A Bin-Generation-Free Dataset Quantization via Semantic
  47. CVPR 2026Joint Spectral Image Reconstruction and Semantic Segmentation with Cooperative Unfolding
  48. CVPR 2026KaLOS finds Consensus A Meta-Algorithm for Evaluating Inter-Annotator Agreement in
  49. CVPR 2026KASALv2 Fully Automatic 3D Rotational Symmetry Classification and Axis Localization
  50. CVPR 2026L3DR 3D-aware LiDAR Diffusion and Rectification

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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