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 62 / 118 页

  1. NeurIPS 2025Corporate Needs You to Find the Difference: Revisiting Submodular and Supermodular Ratio Optimization Problems
  2. NeurIPS 2025CosmoBench: A Multiscale, Multiview, Multitask Cosmology Benchmark for Geometric Deep Learning
  3. NeurIPS 2025Cost-aware LLM-based Online Dataset Annotation
  4. NeurIPS 2025Counterfactual Evolution of Multimodal Datasets via Visual Programming
  5. NeurIPS 2025CPRet: A Dataset, Benchmark, and Model for Retrieval in Competitive Programming
  6. NeurIPS 2025CPSea: Large-scale cyclic peptide-protein complex dataset for machine learning in cyclic peptide design
  7. NeurIPS 2025CrypticBio: A Large Multimodal Dataset for Visually Confusing Species
  8. NeurIPS 2025CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing
  9. NeurIPS 2025CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-rays
  10. NeurIPS 2025DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding
  11. NeurIPS 2025Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models
  12. NeurIPS 2025DataRater: Meta-Learned Dataset Curation
  13. NeurIPS 2025Dataset Distillation of 3D Point Clouds via Distribution Matching
  14. NeurIPS 2025Datasets, Documents, and Repetitions: The Practicalities of Unequal Data Quality
  15. NeurIPS 2025DataSIR: A Benchmark Dataset for Sensitive Information Recognition
  16. NeurIPS 2025DATE-LM: Benchmarking Data Attribution Evaluation for Large Language Models
  17. NeurIPS 2025DAVE: Diagnostic benchmark for Audio Visual Evaluation
  18. NeurIPS 2025DCAD-2000: A Multilingual Dataset across 2000+ Languages with Data Cleaning as Anomaly Detection
  19. NeurIPS 2025Deciphering the Extremes: A Novel Approach for Pathological Long-tailed Recognition in Scientific Discovery
  20. NeurIPS 2025DecoyDB: A Dataset for Graph Contrastive Learning in Protein-Ligand Binding Affinity Prediction
  21. NeurIPS 2025Defining and Discovering Hyper-meta-paths for Heterogeneous Hypergraphs
  22. NeurIPS 2025DeltaFormer: Unlock the state space of Transformer
  23. NeurIPS 2025Delving into Cascaded Instability: A Lipschitz Continuity View on Image Restoration and Object Detection Synergy
  24. NeurIPS 2025Demystifying Network Foundation Models
  25. NeurIPS 2025DermaCon-IN: A Multiconcept-Annotated Dermatological Image Dataset of Indian Skin Disorders for Clinical AI Research
  26. NeurIPS 2025DetectiumFire: A Comprehensive Multi-modal Dataset Bridging Vision and Language for Fire Understanding
  27. NeurIPS 2025DexGarmentLab: Dexterous Garment Manipulation Environment with Generalizable Policy
  28. NeurIPS 2025DGCBench: A Deep Graph Clustering Benchmark
  29. NeurIPS 2025Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking
  30. NeurIPS 2025Diffusion Classifiers Understand Compositionality, but Conditions Apply
  31. NeurIPS 2025Diffusion Federated Dataset
  32. NeurIPS 2025Dimensional Collapse in VQVAEs: Evidence and Remedies
  33. NeurIPS 2025DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
  34. NeurIPS 2025Discrete Diffusion Models: Novel Analysis and New Sampler Guarantees
  35. NeurIPS 2025Disentanglement Beyond Static vs. Dynamic: A Benchmark and Evaluation Framework for Multi-Factor Sequential Representations
  36. NeurIPS 2025Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data
  37. NeurIPS 2025DPA: A one-stop metric to measure bias amplification in classification datasets
  38. NeurIPS 2025DQVis Dataset: Natural Language to Biomedical Visualization
  39. NeurIPS 2025DrivAerStar: An Industrial-Grade CFD Dataset for Vehicle Aerodynamic Optimization
  40. NeurIPS 2025DroneAudioset: An Audio Dataset for Drone-based Search and Rescue
  41. NeurIPS 2025Dual-Stage Value-Guided Inference with Margin-Based Reward Adjustment for Fast and Faithful VLM Captioning
  42. NeurIPS 2025DUAL: Learning Diverse Kernels for Aggregated Two-sample and Independence Testing
  43. NeurIPS 2025DuSA: Fast and Accurate Dual-Stage Sparse Attention Mechanism Accelerating Both Training and Inference
  44. NeurIPS 2025Dynamic Diameter in High-Dimensions against Adaptive Adversary and Beyond
  45. NeurIPS 2025EDBench: Large-Scale Electron Density Data for Molecular Modeling
  46. NeurIPS 2025EffiBench-X: A Multi-Language Benchmark for Measuring Efficiency of LLM-Generated Code
  47. NeurIPS 2025Efficient and Generalizable Mixed-Precision Quantization via Topological Entropy
  48. NeurIPS 2025Efficient Safe Meta-Reinforcement Learning: Provable Near-Optimality and Anytime Safety
  49. NeurIPS 2025EgoBlind: Towards Egocentric Visual Assistance for the Blind
  50. NeurIPS 2025EgoExoBench: A Benchmark for First- and Third-person View Video Understanding in MLLMs

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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