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 94 / 118 页

  1. NeurIPS 2024Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning
  2. NeurIPS 2024HOPE: Shape Matching Via Aligning Different K-hop Neighbourhoods
  3. NeurIPS 2024How Does Message Passing Improve Collaborative Filtering?
  4. NeurIPS 2024How to Solve Contextual Goal-Oriented Problems with Offline Datasets?
  5. NeurIPS 2024Human-Aware Vision-and-Language Navigation: Bridging Simulation to Reality with Dynamic Human Interactions
  6. NeurIPS 2024Humor in AI: Massive Scale Crowd-Sourced Preferences and Benchmarks for Cartoon Captioning
  7. NeurIPS 2024Hybrid Reinforcement Learning Breaks Sample Size Barriers In Linear MDPs
  8. NeurIPS 2024IaC-Eval: A Code Generation Benchmark for Cloud Infrastructure-as-Code Programs
  9. NeurIPS 2024Image Textualization: An Automatic Framework for Generating Rich and Detailed Image Descriptions
  10. NeurIPS 2024IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
  11. NeurIPS 2024Immiscible Diffusion: Accelerating Diffusion Training with Noise Assignment
  12. NeurIPS 2024IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents
  13. NeurIPS 2024Implicit Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
  14. NeurIPS 2024Improving Generalization and Convergence by Enhancing Implicit Regularization
  15. NeurIPS 2024In-and-Out: Algorithmic Diffusion for Sampling Convex Bodies
  16. NeurIPS 2024IndicVoices-R: Unlocking a Massive Multilingual Multi-speaker Speech Corpus for Scaling Indian TTS
  17. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
  18. NeurIPS 2024Induced Model Matching: Restricted Models Help Train Full-Featured Models
  19. NeurIPS 2024Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence
  20. NeurIPS 2024Infer Induced Sentiment of Comment Response to Video: A New Task, Dataset and Baseline
  21. NeurIPS 2024InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models
  22. NeurIPS 2024Interpretable Generalized Additive Models for Datasets with Missing Values
  23. NeurIPS 2024Interpreting the Weight Space of Customized Diffusion Models
  24. NeurIPS 2024Invariant subspaces and PCA in nearly matrix multiplication time
  25. NeurIPS 2024Is Function Similarity Over-Engineered? Building a Benchmark
  26. NeurIPS 2024Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking
  27. NeurIPS 2024kGym: A Platform and Dataset to Benchmark Large Language Models on Linux Kernel Crash Resolution
  28. NeurIPS 2024Kuro Siwo: 33 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
  29. NeurIPS 2024Language Without Borders: A Dataset and Benchmark for Code-Switching Lip Reading
  30. NeurIPS 2024Large Language Models Play StarCraft II:Benchmarks and A Chain of Summarization Approach
  31. NeurIPS 2024Latent Neural Operator for Solving Forward and Inverse PDE Problems
  32. NeurIPS 2024Lean Workbook: A large-scale Lean problem set formalized from natural language math problems
  33. NeurIPS 2024Learning Commonality, Divergence and Variety for Unsupervised Visible-Infrared Person Re-identification
  34. NeurIPS 2024Learning Complete Protein Representation by Dynamically Coupling of Sequence and Structure
  35. NeurIPS 2024Learning from Highly Sparse Spatio-temporal Data
  36. NeurIPS 2024Learning Place Cell Representations and Context-Dependent Remapping
  37. NeurIPS 2024Learning Structured Representations with Hyperbolic Embeddings
  38. NeurIPS 2024Learning to Price Homogeneous Data
  39. NeurIPS 2024Leveraging partial stragglers within gradient coding
  40. NeurIPS 2024LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models
  41. NeurIPS 2024Linear Uncertainty Quantification of Graphical Model Inference
  42. NeurIPS 2024LiveScene: Language Embedding Interactive Radiance Fields for Physical Scene Control and Rendering
  43. NeurIPS 2024LLaNA: Large Language and NeRF Assistant
  44. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
  45. NeurIPS 2024LLM Evaluators Recognize and Favor Their Own Generations
  46. NeurIPS 2024Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
  47. NeurIPS 2024LOVA3: Learning to Visual Question Answering, Asking and Assessment
  48. NeurIPS 2024LucidAction: A Hierarchical and Multi-model Dataset for Comprehensive Action Quality Assessment
  49. NeurIPS 2024LVD-2M: A Long-take Video Dataset with Temporally Dense Captions
  50. NeurIPS 2024M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data

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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