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 99 / 118 页

  1. NeurIPS 2024What makes unlearning hard and what to do about it
  2. NeurIPS 2024When is an Embedding Model More Promising than Another?
  3. NeurIPS 2024Where's Waldo: Diffusion Features For Personalized Segmentation and Retrieval
  4. NeurIPS 2024WikiDBs: A Large-Scale Corpus Of Relational Databases From Wikidata
  5. NeurIPS 2024WikiDO: A New Benchmark Evaluating Cross-Modal Retrieval for Vision-Language Models
  6. NeurIPS 2024WildGuard: Open One-stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs
  7. NeurIPS 2024WildPPG: A Real-World PPG Dataset of Long Continuous Recordings
  8. NeurIPS 2024WildVision: Evaluating Vision-Language Models in the Wild with Human Preferences
  9. NeurIPS 2024WizardArena: Post-training Large Language Models via Simulated Offline Chatbot Arena
  10. NeurIPS 2024WONDERBREAD: A Benchmark for Evaluating Multimodal Foundation Models on Business Process Management Tasks
  11. NeurIPS 2024Worst-Case Offline Reinforcement Learning with Arbitrary Data Support
  12. NeurIPS 2024Your Diffusion Model is Secretly a Noise Classifier and Benefits from Contrastive Training
  13. NeurIPS 2024ZeroMark: Towards Dataset Ownership Verification without Disclosing Watermark
  14. NeurIPS 2024ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification
  15. NeurIPS 2024Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference
  16. CVPR 2023"Seeing" Electric Network Frequency From Events
  17. CVPR 20233D-POP - An Automated Annotation Approach to Facilitate Markerless 2D-3D Tracking of Freely Moving Birds With Marker-Based Motion Capture
  18. CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
  19. CVPR 2023A Data-Based Perspective on Transfer Learning
  20. CVPR 2023A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction From In-the-Wild Images
  21. CVPR 2023A Large-Scale Homography Benchmark
  22. CVPR 2023A Meta-Learning Approach to Predicting Performance and Data Requirements
  23. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
  24. CVPR 2023A New Comprehensive Benchmark for Semi-Supervised Video Anomaly Detection and Anticipation
  25. CVPR 2023A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories
  26. CVPR 2023A New Path: Scaling Vision-and-Language Navigation With Synthetic Instructions and Imitation Learning
  27. CVPR 2023A Rotation-Translation-Decoupled Solution for Robust and Efficient Visual-Inertial Initialization
  28. CVPR 2023A Soma Segmentation Benchmark in Full Adult Fly Brain
  29. CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
  30. CVPR 2023A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others
  31. CVPR 2023A-La-Carte Prompt Tuning (APT): Combining Distinct Data via Composable Prompting
  32. CVPR 2023Accelerating Dataset Distillation via Model Augmentation
  33. CVPR 2023Achieving a Better Stability-Plasticity Trade-Off via Auxiliary Networks in Continual Learning
  34. CVPR 2023Adversarial Normalization: I Can Visualize Everything (ICE)
  35. CVPR 2023Adversarial Robustness via Random Projection Filters
  36. CVPR 2023Align and Attend: Multimodal Summarization With Dual Contrastive Losses
  37. CVPR 2023AligNeRF: High-Fidelity Neural Radiance Fields via Alignment-Aware Training
  38. CVPR 2023All-in-Focus Imaging From Event Focal Stack
  39. CVPR 2023An Image Quality Assessment Dataset for Portraits
  40. CVPR 2023An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions
  41. CVPR 2023AnyFlow: Arbitrary Scale Optical Flow With Implicit Neural Representation
  42. CVPR 2023Architectural Backdoors in Neural Networks
  43. CVPR 2023Architecture, Dataset and Model-Scale Agnostic Data-Free Meta-Learning
  44. CVPR 2023ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation
  45. CVPR 2023Are Deep Neural Networks SMARTer Than Second Graders?
  46. CVPR 2023ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data
  47. CVPR 2023Automatic High Resolution Wire Segmentation and Removal
  48. CVPR 2023Backdoor Defense via Adaptively Splitting Poisoned Dataset
  49. CVPR 2023Backdoor Defense via Deconfounded Representation Learning
  50. CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation

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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