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 637 篇，第 6 / 13 页

  1. NeurIPS 2025HouseLayout3D: A Benchmark and Training-free Baseline for 3D Layout Estimation in the Wild
  2. NeurIPS 2025How Benchmark Prediction from Fewer Data Misses the Mark
  3. NeurIPS 2025Hybrid-Collaborative Augmentation and Contrastive Sample Adaptive-Differential Awareness for Robust Attributed Graph Clustering
  4. NeurIPS 2025HybridNorm: Towards Stable and Efficient Transformer Training via Hybrid Normalization
  5. NeurIPS 2025Hyperbolic Dataset Distillation
  6. NeurIPS 2025Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs
  7. NeurIPS 2025ICPC-Eval: Probing the Frontiers of LLM Reasoning with Competitive Programming Contests
  8. NeurIPS 2025ImgEdit: A Unified Image Editing Dataset and Benchmark
  9. NeurIPS 2025Impact of Layer Norm on Memorization and Generalization in Transformers
  10. NeurIPS 2025Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay
  11. NeurIPS 2025Improving Deep Learning for Accelerated MRI With Data Filtering
  12. NeurIPS 2025Improving planning and MBRL with temporally-extended actions
  13. NeurIPS 2025Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal Inference
  14. NeurIPS 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting
  15. NeurIPS 2025Incremental Sequence Classification with Temporal Consistency
  16. NeurIPS 2025IndEgo: A Dataset of Industrial Scenarios and Collaborative Work for Egocentric Assistants
  17. NeurIPS 2025IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
  18. NeurIPS 2025InFlux: A Benchmark for Self-Calibration of Dynamic Intrinsics of Video Cameras
  19. NeurIPS 2025InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts
  20. NeurIPS 2025Inpainting the Neural Picture: Inferring Unrecorded Brain Area Dynamics from Multi-Animal Datasets
  21. NeurIPS 2025Intend to Move: A Multimodal Dataset for Intention-Aware Human Motion Understanding
  22. NeurIPS 2025InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts
  23. NeurIPS 2025Introducing FOReCAst: The Future Outcome Reasoning and Confidence Assessment Benchmark
  24. NeurIPS 2025Investigating and Mitigating Catastrophic Forgetting in Medical Knowledge Injection through Internal Knowledge Augmentation Learning
  25. NeurIPS 2025IOSTOM: Offline Imitation Learning from Observations via State Transition Occupancy Matching
  26. NeurIPS 2025IR-OptSet: An Optimization-Sensitive Dataset for Advancing LLM-Based IR Optimizer
  27. NeurIPS 2025IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering
  28. NeurIPS 2025IRRISIGHT: A Large-Scale Multimodal Dataset and Scalable Pipeline to Address Irrigation and Water Management in Agriculture
  29. NeurIPS 2025Is Artificial Intelligence Generated Image Detection a Solved Problem?
  30. NeurIPS 2025Is This Tracker On? A Benchmark Protocol for Dynamic Tracking
  31. NeurIPS 2025Isotropic Noise in Stochastic and Quantum Convex Optimization
  32. NeurIPS 2025Jacobian-Based Interpretation of Nonlinear Neural Encoding Model
  33. NeurIPS 2025Jailbreak-AudioBench: In-Depth Evaluation and Analysis of Jailbreak Threats for Large Audio Language Models
  34. NeurIPS 2025KAIROS: Scalable Model-Agnostic Data Valuation
  35. NeurIPS 2025KL-Regularized RLHF with Multiple Reference Models: Exact Solutions and Sample Complexity
  36. NeurIPS 2025KnowMol: Advancing Molecular Large Language Models with Multi-Level Chemical Knowledge
  37. NeurIPS 2025Kuramoto Orientation Diffusion Models
  38. NeurIPS 2025LabelAny3D: Label Any Object 3D in the Wild
  39. NeurIPS 2025Language Model Behavioral Phases are Consistent Across Architecture, Training Data, and Scale
  40. NeurIPS 2025Language Models (Mostly) Know When to Stop Reading
  41. NeurIPS 2025LawShift: Benchmarking Legal Judgment Prediction Under Statute Shifts
  42. NeurIPS 2025LCDB 1.1: A Database Illustrating Learning Curves Are More Ill-Behaved Than Previously Thought
  43. NeurIPS 2025Leader360V: A Large-scale, Real-world 360 Video Dataset for Multi-task Learning in Diverse Environment
  44. NeurIPS 2025Learning Across the Gap: Hybrid Multi-armed Bandits with Heterogeneous Offline and Online Data
  45. NeurIPS 2025Learning Parameterized Skills from Demonstrations
  46. NeurIPS 2025Learning single index models via harmonic decomposition
  47. NeurIPS 2025Learning the Plasticity: Plasticity-Driven Learning Framework in Spiking Neural Networks
  48. NeurIPS 2025Learning to Solve Complex Problems via Dataset Decomposition
  49. NeurIPS 2025LexiCon: a Benchmark for Planning under Temporal Constraints in Natural Language
  50. NeurIPS 2025LibriBrain: Over 50 Hours of Within-Subject MEG to Improve Speech Decoding Methods at Scale

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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