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 1,346 篇，第 21 / 27 页

  1. NeurIPS 2024Data Distribution Valuation
  2. NeurIPS 2024Data-Efficient Learning with Neural Programs
  3. NeurIPS 2024Data-faithful Feature Attribution: Mitigating Unobservable Confounders via Instrumental Variables
  4. NeurIPS 2024DataComp-LM: In search of the next generation of training sets for language models
  5. NeurIPS 2024Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition
  6. NeurIPS 2024Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum
  7. NeurIPS 2024Deep Support Vectors
  8. NeurIPS 2024DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs
  9. NeurIPS 2024DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic States
  10. NeurIPS 2024Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation
  11. NeurIPS 2024Depth Anywhere: Enhancing 360 Monocular Depth Estimation via Perspective Distillation and Unlabeled Data Augmentation
  12. NeurIPS 2024DF40: Toward Next-Generation Deepfake Detection
  13. NeurIPS 2024DI-MaskDINO: A Joint Object Detection and Instance Segmentation Model
  14. NeurIPS 2024Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos
  15. NeurIPS 2024DiscoveryWorld: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents
  16. NeurIPS 2024Distributed Least Squares in Small Space via Sketching and Bias Reduction
  17. NeurIPS 2024Distribution-Aware Data Expansion with Diffusion Models
  18. NeurIPS 2024Divergences between Language Models and Human Brains
  19. NeurIPS 2024Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight Adjustment
  20. NeurIPS 2024Do causal predictors generalize better to new domains?
  21. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
  22. NeurIPS 2024DRIP: Unleashing Diffusion Priors for Joint Foreground and Alpha Prediction in Image Matting
  23. NeurIPS 2024DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
  24. NeurIPS 2024DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model
  25. NeurIPS 2024DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
  26. NeurIPS 2024Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets
  27. NeurIPS 2024Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron
  28. NeurIPS 2024Easy2Hard-Bench: Standardized Difficulty Labels for Profiling LLM Performance and Generalization
  29. NeurIPS 2024EEVR: A Dataset of Paired Physiological Signals and Textual Descriptions for Joint Emotion Representation Learning
  30. NeurIPS 2024EEVR: A Virtual Reality-Based Emotion Dataset Featuring Paired Physiological Signals and Textual Descriptions
  31. NeurIPS 2024Efficient and Private Marginal Reconstruction with Local Non-Negativity
  32. NeurIPS 2024Efficient Lifelong Model Evaluation in an Era of Rapid Progress
  33. NeurIPS 2024Efficient Policy Evaluation Across Multiple Different Experimental Datasets
  34. NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
  35. NeurIPS 2024EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records
  36. NeurIPS 2024Elo Uncovered: Robustness and Best Practices in Language Model Evaluation
  37. NeurIPS 2024Elucidating the Design Space of Dataset Condensation
  38. NeurIPS 2024emg2pose: A Large and Diverse Benchmark for Surface Electromyographic Hand Pose Estimation
  39. NeurIPS 2024emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography
  40. NeurIPS 2024EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography
  41. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
  42. NeurIPS 2024Enhancing vision-language models for medical imaging: bridging the 3D gap with innovative slice selection
  43. NeurIPS 2024EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature
  44. NeurIPS 2024ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models
  45. NeurIPS 2024Estimating Epistemic and Aleatoric Uncertainty with a Single Model
  46. NeurIPS 2024Estimating the Hallucination Rate of Generative AI
  47. NeurIPS 2024Evaluating language models as risk scores
  48. NeurIPS 2024Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport
  49. NeurIPS 2024Explaining Datasets in Words: Statistical Models with Natural Language Parameters
  50. NeurIPS 2024Exponential Quantum Communication Advantage in Distributed Inference and Learning

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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