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 448 篇，第 4 / 9 页

  1. NeurIPS 2024Explaining Datasets in Words: Statistical Models with Natural Language Parameters
  2. NeurIPS 2024Exponential Quantum Communication Advantage in Distributed Inference and Learning
  3. NeurIPS 2024F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning
  4. NeurIPS 2024Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty
  5. NeurIPS 2024Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium
  6. NeurIPS 2024FairJob: A Real-World Dataset for Fairness in Online Systems
  7. NeurIPS 2024FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model
  8. NeurIPS 2024FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
  9. NeurIPS 2024FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
  10. NeurIPS 2024FEEL-SNN: Robust Spiking Neural Networks with Frequency Encoding and Evolutionary Leak Factor
  11. NeurIPS 2024Fetch and Forge: Efficient Dataset Condensation for Object Detection
  12. NeurIPS 2024FindingEmo: An Image Dataset for Emotion Recognition in the Wild
  13. NeurIPS 2024FIRE: A Dataset for Feedback Integration and Refinement Evaluation of Multimodal Models
  14. NeurIPS 2024Fit for our purpose, not yours: Benchmark for a low-resource, Indigenous language
  15. NeurIPS 2024Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting
  16. NeurIPS 2024FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
  17. NeurIPS 2024FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
  18. NeurIPS 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
  19. NeurIPS 2024GAVEL: Generating Games via Evolution and Language Models
  20. NeurIPS 2024GC-Bench: An Open and Unified Benchmark for Graph Condensation
  21. NeurIPS 2024GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
  22. NeurIPS 2024Generalizablity of Memorization Neural Network
  23. NeurIPS 2024GeoPlant: Spatial Plant Species Prediction Dataset
  24. NeurIPS 2024GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
  25. NeurIPS 2024Gradient-based Discrete Sampling with Automatic Cyclical Scheduling
  26. NeurIPS 2024Graph Classification via Reference Distribution Learning: Theory and Practice
  27. NeurIPS 2024Graphcode: Learning from multiparameter persistent homology using graph neural networks
  28. NeurIPS 2024GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring
  29. NeurIPS 2024GV-Rep: A Large-Scale Dataset for Genetic Variant Representation Learning
  30. NeurIPS 2024HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
  31. NeurIPS 2024Harmony4D: A Video Dataset for In-The-Wild Close Human Interactions
  32. NeurIPS 2024HelpSteer 2: Open-source dataset for training top-performing reward models
  33. NeurIPS 2024HEST-1k: A Dataset For Spatial Transcriptomics and Histology Image Analysis
  34. NeurIPS 2024Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
  35. NeurIPS 2024HOPE: Shape Matching Via Aligning Different K-hop Neighbourhoods
  36. NeurIPS 2024How Does Message Passing Improve Collaborative Filtering?
  37. NeurIPS 2024How to Solve Contextual Goal-Oriented Problems with Offline Datasets?
  38. NeurIPS 2024Human-Aware Vision-and-Language Navigation: Bridging Simulation to Reality with Dynamic Human Interactions
  39. NeurIPS 2024Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning
  40. NeurIPS 2024Hybrid Reinforcement Learning Breaks Sample Size Barriers In Linear MDPs
  41. NeurIPS 2024IaC-Eval: A Code Generation Benchmark for Cloud Infrastructure-as-Code Programs
  42. NeurIPS 2024Image Textualization: An Automatic Framework for Generating Rich and Detailed Image Descriptions
  43. NeurIPS 2024IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
  44. NeurIPS 2024Immiscible Diffusion: Accelerating Diffusion Training with Noise Assignment
  45. NeurIPS 2024IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents
  46. NeurIPS 2024Implicit Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
  47. NeurIPS 2024Improving Generalization and Convergence by Enhancing Implicit Regularization
  48. NeurIPS 2024In-and-Out: Algorithmic Diffusion for Sampling Convex Bodies
  49. NeurIPS 2024IndicVoices-R: Unlocking a Massive Multilingual Multi-speaker Speech Corpus for Scaling Indian TTS
  50. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities

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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