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 72 / 118 页

  1. NeurIPS 2025Vicinal Label Supervision for Reliable Aleatoric and Epistemic Uncertainty Estimation
  2. NeurIPS 2025VideoCAD: A Dataset and Model for Learning Long‑Horizon 3D CAD UI Interactions from Video
  3. NeurIPS 2025VideoGameQA-Bench: Evaluating Vision-Language Models for Video Game Quality Assurance
  4. NeurIPS 2025VideoUFO: A Million-Scale User-Focused Dataset for Text-to-Video Generation
  5. NeurIPS 2025VIPAMIN: Visual Prompt Initialization via Embedding Selection and Subspace Expansion
  6. NeurIPS 2025VMDT: Decoding the Trustworthiness of Video Foundation Models
  7. NeurIPS 2025WASP: Benchmarking Web Agent Security Against Prompt Injection Attacks
  8. NeurIPS 2025WearVQA: A Visual Question Answering Benchmark for Wearables in Egocentric Authentic Real-world scenarios
  9. NeurIPS 2025Web-Scale Collection of Video Data for 4D Animal Reconstruction
  10. NeurIPS 2025WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch
  11. NeurIPS 2025What Moves the Eyes: Doubling Mechanistic Model Performance Using Deep Networks to Discover and Test Cognitive Hypotheses
  12. NeurIPS 2025What’s in Common? Multimodal Models Hallucinate When Reasoning Across Scenes
  13. NeurIPS 2025Whose View of Safety? A Deep DIVE Dataset for Pluralistic Alignment of Text-to-Image Models
  14. NeurIPS 2025Win Fast or Lose Slow: Balancing Speed and Accuracy in Latency-Sensitive Decisions of LLMs
  15. NeurIPS 2025WorldModelBench: Judging Video Generation Models As World Models
  16. NeurIPS 2025Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals
  17. NeurIPS 2025WritingBench: A Comprehensive Benchmark for Generative Writing
  18. NeurIPS 2025XIFBench: Evaluating Large Language Models on Multilingual Instruction Following
  19. NeurIPS 2025YEAST: Yet Another Sequential Test
  20. CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
  21. CVPR 2024360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries
  22. CVPR 20243D Feature Tracking via Event Camera
  23. CVPR 20243DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labelling
  24. CVPR 20244D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations
  25. CVPR 2024A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
  26. CVPR 2024A Noisy Elephant in the Room: Is Your Out-of-Distribution Detector Robust to Label Noise?
  27. CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
  28. CVPR 2024A Simple Baseline for Efficient Hand Mesh Reconstruction
  29. CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
  30. CVPR 2024A&B BNN: Add&Bit-Operation-Only Hardware-Friendly Binary Neural Network
  31. CVPR 2024Absolute Pose from One or Two Scaled and Oriented Features
  32. CVPR 2024Activity-Biometrics: Person Identification from Daily Activities
  33. CVPR 2024Advancing Saliency Ranking with Human Fixations: Dataset Models and Benchmarks
  34. CVPR 2024Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
  35. CVPR 2024Affine Equivariant Networks Based on Differential Invariants
  36. CVPR 2024AirPlanes: Accurate Plane Estimation via 3D-Consistent Embeddings
  37. CVPR 2024Alchemist: Parametric Control of Material Properties with Diffusion Models
  38. CVPR 2024Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
  39. CVPR 2024All Rivers Run to the Sea: Private Learning with Asymmetric Flows
  40. CVPR 2024Amodal Ground Truth and Completion in the Wild
  41. CVPR 2024Analyzing and Improving the Training Dynamics of Diffusion Models
  42. CVPR 2024Anomaly Score: Evaluating Generative Models and Individual Generated Images based on Complexity and Vulnerability
  43. CVPR 2024APISR: Anime Production Inspired Real-World Anime Super-Resolution
  44. CVPR 2024Artist-Friendly Relightable and Animatable Neural Heads
  45. CVPR 2024Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion
  46. CVPR 2024AUEditNet: Dual-Branch Facial Action Unit Intensity Manipulation with Implicit Disentanglement
  47. CVPR 2024Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch
  48. CVPR 2024AutoAD III: The Prequel - Back to the Pixels
  49. CVPR 2024BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation
  50. CVPR 2024Behind the Veil: Enhanced Indoor 3D Scene Reconstruction with Occluded Surfaces Completion

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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