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 18 / 118 页

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

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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