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 20 / 118 页

  1. ICLR 2026Sci2Pol: Evaluating and Fine-tuning LLMs on Scientific-to-Policy Brief Generation
  2. ICLR 2026SealQA: Raising the Bar for Reasoning in Search-Augmented Language Models
  3. ICLR 2026Search Arena: Analyzing Search-Augmented LLMs
  4. ICLR 2026Seeing Through Deception: Uncovering Misleading Creator Intent in Multimodal News with Vision-Language Models
  5. ICLR 2026Self-Aligned Reward: Towards Effective and Efficient Reasoners
  6. ICLR 2026Self-Consistency Improves the Trustworthiness of Self-Interpretable GNNs
  7. ICLR 2026SelvaBox: A high‑resolution dataset for tropical tree crown detection
  8. ICLR 2026Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images
  9. ICLR 2026Signal in the Noise: Polysemantic Interference Transfers and Predicts Cross-Model Influence
  10. ICLR 2026SimBench: Benchmarking the Ability of Large Language Models to Simulate Human Behaviors
  11. ICLR 2026SimpleToM: Exposing the Gap between Explicit ToM Inference and Implicit ToM Application in LLMs
  12. ICLR 2026SimuHome: A Temporal- and Environment-Aware Benchmark for Smart Home LLM Agents
  13. ICLR 2026SkyEvents: A Large-Scale Event-enhanced UAV Dataset for Robust 3D Scene Reconstruction
  14. ICLR 2026Slicing Wasserstein over Wasserstein via Functional Optimal Transport
  15. ICLR 2026SmellNet: A Large-scale Dataset for Real-world Smell Recognition
  16. ICLR 2026Smooth Calibration Error: Uniform Convergence and Functional Gradient Analysis
  17. ICLR 2026SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge
  18. ICLR 2026SpaCE-10: A Comprehensive Benchmark for Multimodal Large Language Models in Compositional Spatial Intelligence
  19. ICLR 2026SpaCE-Eval: A Benchmark for Real-World Multi-Modal Reasoning
  20. ICLR 2026Sparse Autoencoders Trained on the Same Data Learn Different Features
  21. ICLR 2026SPARTA: Scalable and Principled Benchmark of Tree-Structured Multi-hop QA over Text and Tables
  22. ICLR 2026Spatial CAPTCHA: Generatively Benchmarking Spatial Reasoning for Human-Machine Differentiation
  23. ICLR 2026Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes
  24. ICLR 2026Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language Models
  25. ICLR 2026SpatiaLab: Can Vision–Language Models Perform Spatial Reasoning in the Wild?
  26. ICLR 2026SpatialViz-Bench: A Cognitively-Grounded Benchmark for Diagnosing Spatial Visualization in MLLMs
  27. ICLR 2026SpeakerVid-5M: A Large-Scale High-Quality Dataset for Audio-Visual Dyadic Interactive Human Generation
  28. ICLR 2026SpecBranch: Speculative Decoding via Hybrid Drafting and Rollback-Aware Branch Parallelism
  29. ICLR 2026Spectrum Tuning: Post-Training for Distributional Coverage and In-Context Steerability
  30. ICLR 2026Speech-to-LaTeX: New Models and Datasets for Converting Spoken Equations and Sentences
  31. ICLR 2026SpinBench: Perspective and Rotation as a Lens on Spatial Reasoning in VLMs
  32. ICLR 2026SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus
  33. ICLR 2026SplitLoRA: Balancing Stability and Plasticity in Continual Learning Through Gradient Space Splitting
  34. ICLR 2026ST-WebAgentBench: A Benchmark for Evaluating Safety and Trustworthiness in Web Agents
  35. ICLR 2026Stability Under Scrutiny: Benchmarking Representation Paradigms for Online HD Mapping
  36. ICLR 2026STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence
  37. ICLR 2026STAT: Skill-Targeted Adaptive Training
  38. ICLR 2026Steering Embedding Models with Geometric Rotation: Mapping Semantic Relationships Across Languages and Models
  39. ICLR 2026StoryAlign: Evaluating and Training Reward Models for Story Generation
  40. ICLR 2026Summaries as Centroids for Interpretable and Scalable Text Clustering
  41. ICLR 2026Supporting Multimodal Intermediate Fusion with Informatic Constraint and Distribution Coherence
  42. ICLR 2026SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis
  43. ICLR 2026Synthetic History: Evaluating Visual Representations of the Past in Diffusion Models
  44. ICLR 2026SynthWorlds: Controlled Parallel Worlds for Disentangling Reasoning and Knowledge in Language Models
  45. ICLR 2026SysMoBench: Evaluating AI on Formally Specifying Complex Real-World Systems
  46. ICLR 2026Tab-MIA: A Benchmark Dataset for Membership Inference Attacks on Tabular Data in LLMs
  47. ICLR 2026TABLET: A Large-Scale Dataset for Robust Visual Table Understanding
  48. ICLR 2026TabStruct: Measuring Structural Fidelity of Tabular Data
  49. ICLR 2026TaCo: A Benchmark for Lossless and Lossy Codecs of Heterogeneous Tactile Data
  50. ICLR 2026Take Note: Your Molecular Dataset Is Probably Aligned

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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