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 937 篇，第 15 / 19 页

  1. ICML 2023Unifying Nesterov's Accelerated Gradient Methods for Convex and Strongly Convex Objective Functions
  2. ICML 2023Unlocking Slot Attention by Changing Optimal Transport Costs
  3. ICML 2023UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers
  4. ICML 2023What do CNNs Learn in the First Layer and Why? A Linear Systems Perspective
  5. ICML 2023When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis
  6. ICML 2023When do Minimax-fair Learning and Empirical Risk Minimization Coincide?
  7. ICML 2023When does Privileged information Explain Away Label Noise?
  8. ICML 2023Why does Throwing Away Data Improve Worst-Group Error?
  9. ICML 2023Why Target Networks Stabilise Temporal Difference Methods
  10. ICML 2023X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion
  11. NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
  12. NeurIPS 2023A benchmark of categorical encoders for binary classification
  13. NeurIPS 2023A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking
  14. NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
  15. NeurIPS 2023A Dataset of Relighted 3D Interacting Hands
  16. NeurIPS 2023A High-Resolution Dataset for Instance Detection with Multi-View Object Capture
  17. NeurIPS 2023A Massive Scale Semantic Similarity Dataset of Historical English
  18. NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
  19. NeurIPS 2023A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset
  20. NeurIPS 2023A Unified, Scalable Framework for Neural Population Decoding
  21. NeurIPS 2023AirDelhi: Fine-Grained Spatio-Temporal Particulate Matter Dataset From Delhi For ML based Modeling
  22. NeurIPS 2023Algorithm Selection for Deep Active Learning with Imbalanced Datasets
  23. NeurIPS 2023Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation
  24. NeurIPS 2023Ambient Diffusion: Learning Clean Distributions from Corrupted Data
  25. NeurIPS 2023An Efficient and Robust Framework for Approximate Nearest Neighbor Search with Attribute Constraint
  26. NeurIPS 2023An information-theoretic quantification of the content of communication between brain regions
  27. NeurIPS 2023An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions
  28. NeurIPS 2023AndroidInTheWild: A Large-Scale Dataset For Android Device Control
  29. NeurIPS 2023AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation
  30. NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
  31. NeurIPS 2023Automated Classification of Model Errors on ImageNet
  32. NeurIPS 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Web
  33. NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
  34. NeurIPS 2023BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks
  35. NeurIPS 2023BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing
  36. NeurIPS 2023Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis
  37. NeurIPS 2023Best Arm Identification with Fixed Budget: A Large Deviation Perspective
  38. NeurIPS 2023Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift
  39. NeurIPS 2023BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series
  40. NeurIPS 2023Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method
  41. NeurIPS 2023Boosting Spectral Clustering on Incomplete Data via Kernel Correction and Affinity Learning
  42. NeurIPS 2023BubbleML: A Multiphase Multiphysics Dataset and Benchmarks for Machine Learning
  43. NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
  44. NeurIPS 2023BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting
  45. NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
  46. NeurIPS 2023CARE-MI: Chinese Benchmark for Misinformation Evaluation in Maternity and Infant Care
  47. NeurIPS 2023CAST: Cross-Attention in Space and Time for Video Action Recognition
  48. NeurIPS 2023Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
  49. NeurIPS 2023ChessGPT: Bridging Policy Learning and Language Modeling
  50. NeurIPS 2023ChimpACT: A Longitudinal Dataset for Understanding Chimpanzee Behaviors

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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