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 49 / 118 页

  1. ICLR 2025Confidence Elicitation: A New Attack Vector for Large Language Models
  2. ICLR 2025Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback
  3. ICLR 2025Consistency Checks for Language Model Forecasters
  4. ICLR 2025Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
  5. ICLR 2025ConvCodeWorld: Benchmarking Conversational Code Generation in Reproducible Feedback Environments
  6. ICLR 2025Coreset Selection via Reducible Loss in Continual Learning
  7. ICLR 2025Coreset Spectral Clustering
  8. ICLR 2025Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking
  9. ICLR 2025Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits
  10. ICLR 2025cryoSPHERE: Single-Particle HEterogeneous REconstruction from cryo EM
  11. ICLR 2025CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery
  12. ICLR 2025Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models
  13. ICLR 2025CycleResearcher: Improving Automated Research via Automated Review
  14. ICLR 2025DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life
  15. ICLR 2025Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning
  16. ICLR 2025Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-training of Deep Networks
  17. ICLR 2025Dataset Ownership Verification in Contrastive Pre-trained Models
  18. ICLR 2025Difference-of-submodular Bregman Divergence
  19. ICLR 2025Differentiable Integer Linear Programming
  20. ICLR 2025Diffusing States and Matching Scores: A New Framework for Imitation Learning
  21. ICLR 2025Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models
  22. ICLR 2025Diffusion Models as Cartoonists: The Curious Case of High Density Regions
  23. ICLR 2025DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
  24. ICLR 2025Distilling Dataset into Neural Field
  25. ICLR 2025Do Large Language Models Truly Understand Geometric Structures?
  26. ICLR 2025Do LLMs estimate uncertainty well in instruction-following?
  27. ICLR 2025Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs
  28. ICLR 2025Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives
  29. ICLR 2025Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want
  30. ICLR 2025DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation
  31. ICLR 2025DRoP: Distributionally Robust Data Pruning
  32. ICLR 2025Dynamic Contrastive Skill Learning with State-Transition Based Skill Clustering and Dynamic Length Adjustment
  33. ICLR 2025Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
  34. ICLR 2025Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks
  35. ICLR 2025Dysca: A Dynamic and Scalable Benchmark for Evaluating Perception Ability of LVLMs
  36. ICLR 2025ECD: A Machine Learning Benchmark for Predicting Enhanced-Precision Electronic Charge Density in Crystalline Inorganic Materials
  37. ICLR 2025Efficient Cross-Episode Meta-RL
  38. ICLR 2025ELFS: Label-Free Coreset Selection with Proxy Training Dynamics
  39. ICLR 2025EmbedLLM: Learning Compact Representations of Large Language Models
  40. ICLR 2025Equivariant Neural Functional Networks for Transformers
  41. ICLR 2025EvA: Erasing Spurious Correlations with Activations
  42. ICLR 2025Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective
  43. ICLR 2025Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles
  44. ICLR 2025Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
  45. ICLR 2025Expected Sliced Transport Plans
  46. ICLR 2025Explanations of GNN on Evolving Graphs via Axiomatic Layer edges
  47. ICLR 2025Exploring Learning Complexity for Efficient Downstream Dataset Pruning
  48. ICLR 2025Extending Mercer's expansion to indefinite and asymmetric kernels
  49. ICLR 2025Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning
  50. ICLR 2025Fair Clustering in the Sliding Window Model

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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