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 1,987 篇，第 36 / 40 页

  1. NeurIPS 2026PatchKV: Weight Space Compensation of KV Cache
  2. NeurIPS 2026PatchScout: Thematic Web Data Collection via Information Foraging
  3. NeurIPS 2026Path-Guided Flow Matching for Dataset Distillation
  4. NeurIPS 2026PE-SHAP: Causally Interpretable Path-Wise Shapley Explanations
  5. NeurIPS 2026PepSpecBench: A Unified Evaluation Benchmark for Peptide Tandem Mass Spectrometry Prediction
  6. NeurIPS 2026Per-Starting-Point Plausibility and Diversity Bounds for Score-Based Diffusion Models
  7. NeurIPS 2026Persona Vectors: Monitoring and Controlling Character Traits in Language Models
  8. NeurIPS 2026Personal Visual Memory from Explicit and Implicit Evidence
  9. NeurIPS 2026PhyMo: Learning Physical Dynamics with Accurate and Continuous Motion from Multi-View Videos
  10. NeurIPS 2026PhyProbe: Rethinking Physical Consistency Evaluation in Generated Videos
  11. NeurIPS 2026PhysTC: A Physics-Enhanced Dataset and Architecture for High-Precision Tropical Cyclone Forecasting
  12. NeurIPS 2026PhyTS: A Benchmark for Scientific Time Series
  13. NeurIPS 2026PINNBench: A Benchmark and Evaluation Study of Training Policy Selection in Hybrid PINN-Operator Solvers
  14. NeurIPS 2026PINNeval: A Comprehensive Evaluation Standard for Physics-Informed Neural Networks
  15. NeurIPS 2026PoEM: Predicting New RL Outcomes from Existing Policies
  16. NeurIPS 2026PortPy: A Benchmark for AI and Optimization in Cancer Radiotherapy Planning
  17. NeurIPS 2026Pose-Free Feed-Forward 3D Inpainting via Learnable Mask Attention and Support Token Refinement
  18. NeurIPS 2026Position: Machine Learning Models for Reaction Transition States Deserve Better
  19. NeurIPS 2026Post-Selection Distributional Model Evaluation
  20. NeurIPS 2026Posterior Alternative Calibration in Ambiguous Inverse Problems
  21. NeurIPS 2026Precise Debugging Benchmark: Is Your Model Debugging or Regenerating?
  22. NeurIPS 2026Preconditioned Flow Matching
  23. NeurIPS 2026Prefix Executability: Evaluating Tool-Using Agents Beyond Final Success
  24. NeurIPS 2026PRISM: Polarimetric Road-surface Intelligent Sensing and Measurement Dataset
  25. NeurIPS 2026ProactBench: Beyond What The User Asked For
  26. NeurIPS 2026Probabilistic Tiny Recursive Model
  27. NeurIPS 2026probly: Uncertainty-Aware Machine Learning
  28. NeurIPS 2026ProCARE: Real-World Study Automation via Profile-Grounded Evidence Contracts
  29. NeurIPS 2026Process-conditioned Pretraining with Topographic Spatial Retrieval for Large EEG Models
  30. NeurIPS 2026ProgramBench: Can Language Models Rebuild Programs From Scratch?
  31. NeurIPS 2026Progressive Signal Calibration for Medical Image Segmentation: Diagnosing and Correcting Structural Misalignment in Training Signals
  32. NeurIPS 2026Projection Learning: A Principled Way to Overcome Memorization in Distribution Learning
  33. NeurIPS 2026ProtGlycanDock: Towards Accurate Protein-Glycan Docking with Tailored Dataset, Benchmark and Model
  34. NeurIPS 2026Prudent-Banker: No Extra Fees for Baseline Safety in Adversarial Bandits With and Without Delays
  35. NeurIPS 2026PULSE: A Synchronized Five-Modality Dataset for Sensorimotor Coordination in Long-Horizon Daily Activities
  36. NeurIPS 2026pyCD: A Unified Benchmark for Reliable Evaluation of Cognitive Diagnosis Models
  37. NeurIPS 2026Q-MMR: Off-Policy Evaluation via Recursive Reweighting and Moment Matching
  38. NeurIPS 2026QDMouse4M: A Multi-View 3D Mouse Spontaneous Behavior Dataset with Quantum-Dot Markers
  39. NeurIPS 2026RAD-TFM: Robust and Domain-Adapted Tabular Foundation Models
  40. NeurIPS 2026RADAR: Relative Angular Divergence Across Representations
  41. NeurIPS 2026RAM-H1200: A Unified Evaluation and Dataset on Hand Radiographs for Rheumatoid Arthritis
  42. NeurIPS 2026RamanBench: A Large-Scale Benchmark for Machine Learning on Raman Spectroscopy
  43. NeurIPS 2026RAOP: Step-Level Resource Orchestration for LLM Agents across Edge and Cloud
  44. NeurIPS 2026Rare Disease Diagnosis Agent with Decoupled Workflows and Knowledge-Driven Self-Evaluation
  45. NeurIPS 2026Reading the Finetuning Prior: Verbatim Content Recovery via Contrastive Decoding Diffing
  46. NeurIPS 2026Real-World Dual-Pixel Raindrop Removal: A New Benchmark and Degradation-Adaptive RWKV Baseline
  47. NeurIPS 2026RealityTest: How People Probe AI Identity and Whether Models Disclose It
  48. NeurIPS 2026Reconciling Causality and Non-Equilibrium Thermodynamics with Hamiltonian Causal Models
  49. NeurIPS 2026Recovering Clean Evaluation Metrics from Contaminated Benchmarks
  50. NeurIPS 2026Recreating Video Arenas via Automated Preference Scoring

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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