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 95 / 118 页

  1. NeurIPS 2024MAN TruckScenes: A multimodal dataset for autonomous trucking in diverse conditions
  2. NeurIPS 2024Map It Anywhere: Empowering BEV Map Prediction using Large-scale Public Datasets
  3. NeurIPS 2024Marginal Causal Flows for Validation and Inference
  4. NeurIPS 2024MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning
  5. NeurIPS 2024MassSpecGym: A benchmark for the discovery and identification of molecules
  6. NeurIPS 2024Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs
  7. NeurIPS 2024MedCalc-Bench: Evaluating Large Language Models for Medical Calculations
  8. NeurIPS 2024MedJourney: Benchmark and Evaluation of Large Language Models over Patient Clinical Journey
  9. NeurIPS 2024MemoryFormer : Minimize Transformer Computation by Removing Fully-Connected Layers
  10. NeurIPS 2024Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models
  11. NeurIPS 2024Metric Transforms and Low Rank Representations of Kernels for Fast Attention
  12. NeurIPS 2024Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning
  13. NeurIPS 2024MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens
  14. NeurIPS 2024MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions
  15. NeurIPS 2024Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
  16. NeurIPS 2024MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models
  17. NeurIPS 2024MM-WLAuslan: Multi-View Multi-Modal Word-Level Australian Sign Language Recognition Dataset
  18. NeurIPS 2024MmCows: A Multimodal Dataset for Dairy Cattle Monitoring
  19. NeurIPS 2024MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs
  20. NeurIPS 2024MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
  21. NeurIPS 2024MMScan: A Multi-Modal 3D Scene Dataset with Hierarchical Grounded Language Annotations
  22. NeurIPS 2024Mobility-LLM: Learning Visiting Intentions and Travel Preference from Human Mobility Data with Large Language Models
  23. NeurIPS 2024Most Influential Subset Selection: Challenges, Promises, and Beyond
  24. NeurIPS 2024Muharaf: Manuscripts of Handwritten Arabic Dataset for Cursive Text Recognition
  25. NeurIPS 2024Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets
  26. NeurIPS 2024MultiOrg: A Multi-rater Organoid-detection Dataset
  27. NeurIPS 2024MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models
  28. NeurIPS 2024Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
  29. NeurIPS 2024NAVSIM: Data-Driven Non-Reactive Autonomous Vehicle Simulation and Benchmarking
  30. NeurIPS 2024Neural Characteristic Activation Analysis and Geometric Parameterization for ReLU Networks
  31. NeurIPS 2024NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates
  32. NeurIPS 2024No Filter: Cultural and Socioeconomic Diversity in Contrastive Vision-Language Models
  33. NeurIPS 2024Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods
  34. NeurIPS 2024Non-parametric classification via expand-and-sparsify representation
  35. NeurIPS 2024Normalization and effective learning rates in reinforcement learning
  36. NeurIPS 2024Norms for Managing Datasets: A Systematic Review of NeurIPS Datasets
  37. NeurIPS 2024NovoBench: Benchmarking Deep Learning-based \emph{De Novo} Sequencing Methods in Proteomics
  38. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
  39. NeurIPS 2024OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
  40. NeurIPS 2024OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning
  41. NeurIPS 2024OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step
  42. NeurIPS 2024Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
  43. NeurIPS 2024Offline Behavior Distillation
  44. NeurIPS 2024Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression
  45. NeurIPS 2024On Affine Homotopy between Language Encoders
  46. NeurIPS 2024On the cohesion and separability of average-link for hierarchical agglomerative clustering
  47. NeurIPS 2024On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation
  48. NeurIPS 2024On the Effects of Data Scale on UI Control Agents
  49. NeurIPS 2024On the Expressivity and Sample Complexity of Node-Individualized Graph Neural Networks
  50. NeurIPS 2024On the Optimality of Dilated Entropy and Lower Bounds for Online Learning in Extensive-Form Games

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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