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 1,346 篇，第 10 / 27 页

  1. ICLR 2024Habitat 3.0: A Co-Habitat for Humans, Avatars, and Robots
  2. ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
  3. ICLR 2024HoloNets: Spectral Convolutions do extend to Directed Graphs
  4. ICLR 2024How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
  5. ICLR 2024Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty
  6. ICLR 2024Hypergraph Dynamic System
  7. ICLR 2024I-PHYRE: Interactive Physical Reasoning
  8. ICLR 2024Idempotence and Perceptual Image Compression
  9. ICLR 2024ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms
  10. ICLR 2024ImagenHub: Standardizing the evaluation of conditional image generation models
  11. ICLR 2024Improved algorithm and bounds for successive projection
  12. ICLR 2024Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data
  13. ICLR 2024Improving Offline RL by Blending Heuristics
  14. ICLR 2024Inner Classifier-Free Guidance and Its Taylor Expansion for Diffusion Models
  15. ICLR 2024InstructDET: Diversifying Referring Object Detection with Generalized Instructions
  16. ICLR 2024InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation
  17. ICLR 2024InterpGNN: Understand and Improve Generalization Ability of Transdutive GNNs through the Lens of Interplay between Train and Test Nodes
  18. ICLR 2024Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
  19. ICLR 2024KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval
  20. ICLR 2024KoLA: Carefully Benchmarking World Knowledge of Large Language Models
  21. ICLR 2024Label-Agnostic Forgetting: A Supervision-Free Unlearning in Deep Models
  22. ICLR 2024Language Model Cascades: Token-Level Uncertainty And Beyond
  23. ICLR 2024Language-Interfaced Tabular Oversampling via Progressive Imputation and Self-Authentication
  24. ICLR 2024Large Language Models Are Not Robust Multiple Choice Selectors
  25. ICLR 2024Large Language Models as Automated Aligners for benchmarking Vision-Language Models
  26. ICLR 2024Layer-wise linear mode connectivity
  27. ICLR 2024Learning From Simplicial Data Based on Random Walks and 1D Convolutions
  28. ICLR 2024Learning from Sparse Offline Datasets via Conservative Density Estimation
  29. ICLR 2024Learning Over Molecular Conformer Ensembles: Datasets and Benchmarks
  30. ICLR 2024Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation
  31. ICLR 2024Learning to Jointly Understand Visual and Tactile Signals
  32. ICLR 2024Light-MILPopt: Solving Large-scale Mixed Integer Linear Programs with Lightweight Optimizer and Small-scale Training Dataset
  33. ICLR 2024LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses
  34. ICLR 2024LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset
  35. ICLR 2024LoTa-Bench: Benchmarking Language-oriented Task Planners for Embodied Agents
  36. ICLR 2024Measuring Vision-Language STEM Skills of Neural Models
  37. ICLR 2024MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
  38. ICLR 2024MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
  39. ICLR 2024MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback
  40. ICLR 2024MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations
  41. ICLR 2024Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
  42. ICLR 2024Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
  43. ICLR 2024Momentum Benefits Non-iid Federated Learning Simply and Provably
  44. ICLR 2024MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction Following
  45. ICLR 2024Multisize Dataset Condensation
  46. ICLR 2024MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning
  47. ICLR 2024MUSTARD: Mastering Uniform Synthesis of Theorem and Proof Data
  48. ICLR 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace
  49. ICLR 2024NEFTune: Noisy Embeddings Improve Instruction Finetuning
  50. ICLR 2024Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning

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。

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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"}

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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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