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 116 / 118 页

  1. NeurIPS 2023MIM4DD: Mutual Information Maximization for Dataset Distillation
  2. NeurIPS 2023Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees
  3. NeurIPS 2023MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth Clues
  4. NeurIPS 2023Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset
  5. NeurIPS 2023Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
  6. NeurIPS 2023MultiVENT: Multilingual Videos of Events and Aligned Natural Text
  7. NeurIPS 2023NetHack is Hard to Hack
  8. NeurIPS 2023NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics
  9. NeurIPS 2023New Complexity-Theoretic Frontiers of Tractability for Neural Network Training
  10. NeurIPS 2023NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF
  11. NeurIPS 2023Object Reprojection Error (ORE): Camera pose benchmarks from lightweight tracking annotations
  12. NeurIPS 2023OceanBench: The Sea Surface Height Edition
  13. NeurIPS 2023On Differentially Private Sampling from Gaussian and Product Distributions
  14. NeurIPS 2023On Masked Pre-training and the Marginal Likelihood
  15. NeurIPS 2023On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
  16. NeurIPS 2023On permutation symmetries in Bayesian neural network posteriors: a variational perspective
  17. NeurIPS 2023On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling and Beyond
  18. NeurIPS 2023On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets
  19. NeurIPS 2023On the Size and Approximation Error of Distilled Datasets
  20. NeurIPS 2023OpenIllumination: A Multi-Illumination Dataset for Inverse Rendering Evaluation on Real Objects
  21. NeurIPS 2023OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping
  22. NeurIPS 2023PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection
  23. NeurIPS 2023Pairwise GUI Dataset Construction Between Android Phones and Tablets
  24. NeurIPS 2023Personalized Dictionary Learning for Heterogeneous Datasets
  25. NeurIPS 2023PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance
  26. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
  27. NeurIPS 2023Predicting a Protein's Stability under a Million Mutations
  28. NeurIPS 2023ProBio: A Protocol-guided Multimodal Dataset for Molecular Biology Lab
  29. NeurIPS 2023ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design
  30. NeurIPS 2023ProteinShake: Building datasets and benchmarks for deep learning on protein structures
  31. NeurIPS 2023PTADisc: A Cross-Course Dataset Supporting Personalized Learning in Cold-Start Scenarios
  32. NeurIPS 2023Randomized and Deterministic Maximin-share Approximations for Fractionally Subadditive Valuations
  33. NeurIPS 2023REASONER: An Explainable Recommendation Dataset with Comprehensive Labeling Ground Truths
  34. NeurIPS 2023Recaptured Raw Screen Image and Video Demoiréing via Channel and Spatial Modulations
  35. NeurIPS 2023ReDS: Offline RL With Heteroskedastic Datasets via Support Constraints
  36. NeurIPS 2023Regression with Cost-based Rejection
  37. NeurIPS 2023RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head Avatars
  38. NeurIPS 2023Renku: a platform for sustainable data science
  39. NeurIPS 2023RETVec: Resilient and Efficient Text Vectorizer
  40. NeurIPS 2023Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union
  41. NeurIPS 2023Revisiting Out-of-distribution Robustness in NLP: Benchmarks, Analysis, and LLMs Evaluations
  42. NeurIPS 2023Revisiting the Minimalist Approach to Offline Reinforcement Learning
  43. NeurIPS 2023Robust covariance estimation with missing values and cell-wise contamination
  44. NeurIPS 2023Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy
  45. NeurIPS 2023RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation
  46. NeurIPS 2023Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds
  47. NeurIPS 2023SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
  48. NeurIPS 2023SatBird: a Dataset for Bird Species Distribution Modeling using Remote Sensing and Citizen Science Data
  49. NeurIPS 2023Scaling Data-Constrained Language Models
  50. NeurIPS 2023Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images

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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