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 1,432 篇，第 9 / 29 页

  1. ICLR 2026On the Lipschitz Continuity of Set Aggregation Functions and Neural Networks for Sets
  2. ICLR 2026On the Shelf Life of Finetuned LLM-Judges: Future Proofing, Backward Compatibility, and Question Generalization
  3. ICLR 2026On the Theoretical Limitations of Embedding-Based Retrieval
  4. ICLR 2026On the Wasserstein Geodesic Principal Component Analysis of probability measures
  5. ICLR 2026OpenAgentSafety: A Comprehensive Framework For Evaluating Real-World AI Agent Safety
  6. ICLR 2026OpenApps: Simulating Environment Variations to Measure UI Agent Reliability
  7. ICLR 2026OpenEstimate: Evaluating LLMs on Probabilistic Estimation with Real-World Data
  8. ICLR 2026OpenPros: A Large-Scale Dataset for Limited View Prostate Ultrasound Computed Tomography
  9. ICLR 2026Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs
  10. ICLR 2026OptimalThinkingBench: Evaluating Over and Underthinking in LLMs
  11. ICLR 2026Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games
  12. ICLR 2026OrchestrationBench: LLM-Driven Agentic Planning and Tool Use in Multi-Domain Scenarios
  13. ICLR 2026OSIRIS: Bridging Analog Circuit Design and Machine Learning with Scalable Dataset Generation
  14. ICLR 2026OSWorld-MCP: Benchmarking MCP Tool Invocation In Computer-Use Agents
  15. ICLR 2026Overthinking Reduction with Decoupled Rewards and Curriculum Data Scheduling
  16. ICLR 2026PACEbench: A Framework for Evaluating Practical AI Cyber-Exploitation Capabilities
  17. ICLR 2026Parameterization-Based Dataset Distillation of 3D Point Clouds through Learnable Shape Morphing
  18. ICLR 2026Patronus: Interpretable Diffusion Models with Prototypes
  19. ICLR 2026PCB-Bench: Benchmarking LLMs for Printed Circuit Board Placement and Routing
  20. ICLR 2026PepBenchmark: A Standardized Benchmark for Peptide Machine Learning
  21. ICLR 2026PERSISTENCE SPHERES: BI-CONTINUOUS REPRESENTATIONS OF PERSISTENCE DIAGRAMS.
  22. ICLR 2026Person-Centric Annotations of LAION-400M: Auditing Bias and Its Transfer to Models
  23. ICLR 2026PersonaX: Multimodal Datasets with LLM-Inferred Behavior Traits
  24. ICLR 2026PerSpectra: A Scalable and Configurable Pluralist Benchmark of Perspectives from Arguments
  25. ICLR 2026Perturbed Dynamic Time Warping: A Probabilistic Framework and Generalized Variants
  26. ICLR 2026PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting
  27. ICLR 2026PICABench: How Far are We from Physical Realistic Image Editing?
  28. ICLR 2026PILOT-Bench: Probabilistic Interaction for LLM Operations in Tool-driven Scenarios
  29. ICLR 2026Pitfalls in Evaluating Language Model Forecasters
  30. ICLR 2026PLANETALIGN: A Comprehensive Python Library for Benchmarking Network Alignment
  31. ICLR 2026PlantRSR: A New Plant Dataset and Method for Reference-based Super-Resolution
  32. ICLR 2026PluriHarms: Benchmarking the Full Spectrum of Human Judgments on AI Harm
  33. ICLR 2026POEMetric: The Last Stanza of Humanity
  34. ICLR 2026PoseX: AI Defeats Physics-based Methods on Protein Ligand Cross-Docking
  35. ICLR 2026Practical estimation of the optimal classification error with soft labels and calibration
  36. ICLR 2026Pre-training Limited Memory Language Models with Internal and External Knowledge
  37. ICLR 2026Precise and Interpretable Editing of Code Knowledge in Large Language Models
  38. ICLR 2026Preference-based Policy Optimization from Sparse-reward Offline Dataset
  39. ICLR 2026Prior-aware and Context-guided Group Sampling for Active Probabilistic Subsampling
  40. ICLR 2026Prior-based Noisy Text Data Filtering: Fast and Strong Alternative For Perplexity
  41. ICLR 2026PRISM-Physics: Causal DAG-Based Process Evaluation for Physics Reasoning
  42. ICLR 2026PRISM: Partial-label Relational Inference with Spatial and Spectral Cues
  43. ICLR 2026PRISMM-Bench: A Benchmark of Peer-Review Grounded Multimodal Inconsistencies
  44. ICLR 2026Process-Level Trajectory Evaluation for Environment Configuration in Software Engineering Agents
  45. ICLR 2026ProfBench: Multi-Domain Rubrics requiring Professional Knowledge to Answer and Judge
  46. ICLR 2026PropensityBench: Evaluating Latent Safety Risks in Large Language Models via an Agentic Approach
  47. ICLR 2026ProPerSim: Developing Proactive and Personalized AI Assistants through User-Assistant Simulation
  48. ICLR 2026ProstaTD: Bridging Surgical Triplet from Classification to Fully Supervised Detection
  49. ICLR 2026Provably Tracking Equivalent Mechanistic Interpretations Across Neural Networks
  50. ICLR 2026PU-BENCH: A UNIFIED BENCHMARK FOR RIGOROUS AND REPRODUCIBLE PU 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。

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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