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 419 篇，第 4 / 9 页

  1. ICLR 2025GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning
  2. ICLR 2025Going Beyond Feature Similarity: Effective Dataset distillation based on Class-aware Conditional Mutual Information
  3. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
  4. ICLR 2025Graph-based Document Structure Analysis
  5. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
  6. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
  7. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
  8. ICLR 2025Group Distributionally Robust Dataset Distillation with Risk Minimization
  9. ICLR 2025GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinement
  10. ICLR 2025GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
  11. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
  12. ICLR 2025HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics
  13. ICLR 2025Harnessing Webpage UIs for Text-Rich Visual Understanding
  14. ICLR 2025Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint
  15. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
  16. ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
  17. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
  18. ICLR 2025Herald: A Natural Language Annotated Lean 4 Dataset
  19. ICLR 2025HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts
  20. ICLR 2025How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension
  21. ICLR 2025How efficient is LLM-generated code? A rigorous & high-standard benchmark
  22. ICLR 2025How Far Are We from True Unlearnability?
  23. ICLR 2025How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
  24. ICLR 2025How new data permeates LLM knowledge and how to dilute it
  25. ICLR 2025How to Evaluate Reward Models for RLHF
  26. ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
  27. ICLR 2025HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting
  28. ICLR 2025Human Simulacra: Benchmarking the Personification of Large Language Models
  29. ICLR 2025HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere
  30. ICLR 2025IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminations
  31. ICLR 2025IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning
  32. ICLR 2025ILLUSION: Unveiling Truth with a Comprehensive Multi-Modal, Multi-Lingual Deepfake Dataset
  33. ICLR 2025ImpScore: A Learnable Metric For Quantifying The Implicitness Level of Sentences
  34. ICLR 2025Imputation for prediction: beware of diminishing returns.
  35. ICLR 2025INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge
  36. ICLR 2025InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation
  37. ICLR 2025InstaSHAP: Interpretable Additive Models Explain Shapley Values Instantly
  38. ICLR 2025Instructional Segment Embedding: Improving LLM Safety with Instruction Hierarchy
  39. ICLR 2025Integrative Decoding: Improving Factuality via Implicit Self-consistency
  40. ICLR 2025Intent3D: 3D Object Detection in RGB-D Scans Based on Human Intention
  41. ICLR 2025Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment
  42. ICLR 2025Inverse Constitutional AI: Compressing Preferences into Principles
  43. ICLR 2025InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences
  44. ICLR 2025Is Large-scale Pretraining the Secret to Good Domain Generalization?
  45. ICLR 2025JPEG Inspired Deep Learning
  46. ICLR 2025JudgeBench: A Benchmark for Evaluating LLM-Based Judges
  47. ICLR 2025JudgeLM: Fine-tuned Large Language Models are Scalable Judges
  48. ICLR 2025Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge
  49. ICLR 2025K-HALU: Multiple Answer Korean Hallucination Benchmark for Large Language Models
  50. ICLR 2025Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition

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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