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 1,935 篇，第 21 / 39 页

  1. NeurIPS 2025NoBOOM: Chemical Process Datasets for Industrial Anomaly Detection
  2. NeurIPS 2025NOVA: A Benchmark for Rare Anomaly Localization and Clinical Reasoning in Brain MRI
  3. NeurIPS 2025OceanBench: A Benchmark for Data-Driven Global Ocean Forecasting systems
  4. NeurIPS 2025OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning
  5. NeurIPS 2025Offline imitation learning in $Q^\pi$-realizable MDPs without expert realizability
  6. NeurIPS 2025OligoGym: Curated Datasets and Benchmarks for Oligonucleotide Drug Discovery
  7. NeurIPS 2025OMEGA: Can LLMs Reason Outside the Box in Math? Evaluating Exploratory, Compositional, and Transformative Generalization
  8. NeurIPS 2025OmniBench: Towards The Future of Universal Omni-Language Models
  9. NeurIPS 2025OmniFC: Rethinking Federated Clustering via Lossless and Secure Distance Reconstruction
  10. NeurIPS 2025OmniZoom: A Universal Plug-and-Play Paradigm for Cross-Device Smooth Zoom Interpolation
  11. NeurIPS 2025On Evaluating Policies for Robust POMDPs
  12. NeurIPS 2025On Local Limits of Sparse Random Graphs: Color Convergence and the Refined Configuration Model
  13. NeurIPS 2025On the Existence and Complexity of Core-Stable Data Exchanges
  14. NeurIPS 2025On the Stability and Generalization of Meta-Learning: the Impact of Inner-Levels
  15. NeurIPS 2025On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
  16. NeurIPS 2025OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation
  17. NeurIPS 2025Open CaptchaWorld: A Comprehensive Web-based Platform for Testing and Benchmarking Multimodal LLM Agents
  18. NeurIPS 2025OpenGU: A Comprehensive Benchmark for Graph Unlearning
  19. NeurIPS 2025OpenLex3D: A Tiered Benchmark for Open-Vocabulary 3D Scene Representations
  20. NeurIPS 2025OpenMMEgo: Enhancing Egocentric Understanding for LMMs with Open Weights and Data
  21. NeurIPS 2025OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
  22. NeurIPS 2025OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics
  23. NeurIPS 2025Optimizing Distributional Geometry Alignment with Optimal Transport for Generative Dataset Distillation
  24. NeurIPS 2025ORBIT - Open Recommendation Benchmark for Reproducible Research with Hidden Tests
  25. NeurIPS 2025OrthoLoC: UAV 6-DoF Localization and Calibration Using Orthographic Geodata
  26. NeurIPS 2025OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding
  27. NeurIPS 2025OverLayBench: A Benchmark for Layout-to-Image Generation with Dense Overlaps
  28. NeurIPS 2025OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models
  29. NeurIPS 2025PAC-Bayes Bounds for Multivariate Linear Regression and Linear Autoencoders
  30. NeurIPS 2025PANORAMA: A Dataset and Benchmarks Capturing Decision Trails and Rationales in Patent Examination
  31. NeurIPS 2025PanTS: The Pancreatic Tumor Segmentation Dataset
  32. NeurIPS 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers
  33. NeurIPS 2025PARALLELPROMPT: Extracting Parallelism from Large Language Model Queries
  34. NeurIPS 2025PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
  35. NeurIPS 2025PartNeXt: A Next-Generation Dataset for Fine-Grained and Hierarchical 3D Part Understanding
  36. NeurIPS 2025PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis
  37. NeurIPS 2025PF∆: A Benchmark Dataset for Power Flow under Load, Generation, and Topology Variations
  38. NeurIPS 2025PHANTOM: A Benchmark for Hallucination Detection in Financial Long-Context QA
  39. NeurIPS 2025PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
  40. NeurIPS 2025PhyBlock: A Progressive Benchmark for Physical Understanding and Planning via 3D Block Assembly
  41. NeurIPS 2025PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoring
  42. NeurIPS 2025PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors
  43. NeurIPS 2025PLEIADES: Building Temporal Kernels with Orthogonal Polynomials
  44. NeurIPS 2025PolarQuant: Leveraging Polar Transformation for Key Cache Quantization and Decoding Acceleration
  45. NeurIPS 2025PolyGuard: Massive Multi-Domain Safety Policy-Grounded Guardrail Dataset
  46. NeurIPS 2025PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
  47. NeurIPS 2025PolypSense3D: A Multi-Source Benchmark Dataset for Depth-Aware Polyp Size Measurement in Endoscopy
  48. NeurIPS 2025Position: Benchmarking is Broken - Don't Let AI be Its Own Judge
  49. NeurIPS 2025Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track
  50. NeurIPS 2025Predicting Empirical AI Research Outcomes with Language Models

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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