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 8 / 40 页

  1. CVPR 2026Same or Not Enhancing Visual Perception in Vision-Language Models
  2. CVPR 2026SAME Sparse and Anchored Model Editing for Heterogeneous Incremental Learning
  3. CVPR 2026SAMTok Representing Any Mask with Two Words
  4. CVPR 2026SARMAE Masked Autoencoder for SAR Representation Learning
  5. CVPR 2026Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers
  6. CVPR 2026SceneScribe-1M A Large-Scale Video Dataset with Comprehensive Geometric and Semantic
  7. CVPR 2026SE3-Equivariance with Geometric and Topological Guidance for Category-Level Object Pose
  8. CVPR 2026SearchAD Large-Scale Rare Image Retrieval Dataset for Autonomous Driving
  9. CVPR 2026See Think Act Teaching Multimodal Agents to Effectively Interact with
  10. CVPR 2026Seeing Beyond 8bits Subjective and Objective Quality Assessment of HDR-UGC
  11. CVPR 2026Seeing Depth Through Frequency and Motion A Progressive Training Paradigm
  12. CVPR 2026Seeing Through Touch Tactile-Driven Visual Localization of Material Regions
  13. CVPR 2026SegEarth-R2 Towards Comprehensive Language-guided Segmentation for Remote Sensing Images
  14. CVPR 2026Selection-as-Nonlinearity Bridging Attention and Activation via a Joint Game-Decision Lens
  15. CVPR 2026Semi-supervised Echocardiography Video Segmentation via Anchor Semantic Awareness and Continuous
  16. CVPR 2026SemVideo Reconstructs What You Watch from Brain Activity via Hierarchical
  17. CVPR 2026SHands A Multi-View Dataset and Benchmark for Surgical Hand-Gesture and
  18. CVPR 2026SHARP Short-Window Streaming for Accurate and Robust Prediction in Motion
  19. CVPR 2026SharpTimeGS Sharp and Stable Dynamic Gaussian Splatting via Lifespan Modulation
  20. CVPR 2026SHOW3D Capturing Scenes of 3D Hands and Objects in the
  21. CVPR 2026ShowTable Unlocking Creative Table Visualization with Collaborative Reflection and Refinement
  22. CVPR 2026Single-Round Scalable Analytic Federated Learning
  23. CVPR 2026SJD-PAC Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive
  24. CVPR 2026SkillSight Efficient First-Person Skill Assessment with Gaze
  25. CVPR 2026Smoothing the Score Function to Enhance Generalization in Diffusion Models
  26. CVPR 2026Soft Modality-Guided Expert Specialization in MoE-VLMs
  27. CVPR 2026SoliReward Mitigating Susceptibility to Reward Hacking and Annotation Noise in
  28. CVPR 2026SPARROW Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded
  29. CVPR 2026Sparsity as a Key Unlocking New Insights from Latent Structures
  30. CVPR 2026Sparsity-Aware Voxel Attention and Foreground Modulation for 3D Semantic Scene
  31. CVPR 2026SpatialVID A Large-Scale Video Dataset with Spatial Annotations
  32. CVPR 2026Speeding Up the Learning of 3D Gaussians with Much Shorter
  33. CVPR 2026SplitFlux Learning to Decouple Content and Style from a Single
  34. CVPR 2026SR3R Rethinking Super-Resolution 3D Reconstruction With Feed-Forward Gaussian Splatting
  35. CVPR 2026Stable Spike Dual Consistency Optimization via Bitwise AND Operations for
  36. CVPR 2026STAvatar Soft Binding and Temporal Density Control for Monocular 3D
  37. CVPR 2026Stealing Split Learning Bottom Models by Recovering Embedding Geometry
  38. CVPR 2026Streaming Diffusion Model for Fast Infrared and Visible Video Fusion
  39. CVPR 2026StreamReady Learning What to Answer and When in Long Streaming
  40. CVPR 2026Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos
  41. CVPR 2026Synthetic Object Compositions for Scalable and Accurate Learning in Detection
  42. CVPR 2026TacSIm A Dataset and Benchmark for Football Tactical Style Imitation
  43. CVPR 2026TAlignDiff Automatic Tooth Alignment assisted by Diffusion-based Transformation Learning
  44. CVPR 2026TAMER A Tri-Modal Contrastive Alignment and Multi-Scale Embedding Refinement Framework
  45. CVPR 2026TDATR Improving End-to-End Table Recognition via Table Detail-Aware Learning and
  46. CVPR 2026Tell Model Where to Look Mitigating Hallucinations in MLLMs by
  47. CVPR 2026Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning
  48. CVPR 2026Temporal Inversion for Learning Interval Change in Chest X-Rays
  49. CVPR 2026The devil is in the details Enhancing Video Virtual Try-On
  50. CVPR 2026The Power of Decaying Steps Enhancing Attack Stability and Transferability

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