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 50 / 118 页

  1. ICLR 2025FairMT-Bench: Benchmarking Fairness for Multi-turn Dialogue in Conversational LLMs
  2. ICLR 2025FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
  3. ICLR 2025Fantastic Copyrighted Beasts and How (Not) to Generate Them
  4. ICLR 2025Fast Summation of Radial Kernels via QMC Slicing
  5. ICLR 2025Fast training and sampling of Restricted Boltzmann Machines
  6. ICLR 2025Faster Algorithms for Structured Linear and Kernel Support Vector Machines
  7. ICLR 2025Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting
  8. ICLR 2025Feedback Schrödinger Bridge Matching
  9. ICLR 2025Few-Class Arena: A Benchmark for Efficient Selection of Vision Models and Dataset Difficulty Measurement
  10. ICLR 2025Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset
  11. ICLR 2025Find A Winning Sign: Sign Is All We Need to Win the Lottery
  12. ICLR 2025ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities
  13. ICLR 2025Forget the Data and Fine-Tuning! Just Fold the Network to Compress
  14. ICLR 2025From Tokens to Lattices: Emergent Lattice Structures in Language Models
  15. ICLR 2025Fully-inductive Node Classification on Arbitrary Graphs
  16. ICLR 2025GameArena: Evaluating LLM Reasoning through Live Computer Games
  17. ICLR 2025GenDataAgent: On-the-fly Dataset Augmentation with Synthetic Data
  18. ICLR 2025General Scene Adaptation for Vision-and-Language Navigation
  19. ICLR 2025Generalizing Weisfeiler-Lehman Kernels to Subgraphs
  20. ICLR 2025GenXD: Generating Any 3D and 4D Scenes
  21. ICLR 2025GeoILP: A Synthetic Dataset to Guide Large-Scale Rule Induction
  22. ICLR 2025GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero Cost
  23. ICLR 2025Global Identifiability of Overcomplete Dictionary Learning via L1 and Volume Minimization
  24. ICLR 2025GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs
  25. ICLR 2025GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine Learning
  26. ICLR 2025Going Beyond Feature Similarity: Effective Dataset distillation based on Class-aware Conditional Mutual Information
  27. ICLR 2025Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective
  28. ICLR 2025Graph-based Document Structure Analysis
  29. ICLR 2025GraphArena: Evaluating and Exploring Large Language Models on Graph Computation
  30. ICLR 2025GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation
  31. ICLR 2025Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention
  32. ICLR 2025Group Distributionally Robust Dataset Distillation with Risk Minimization
  33. ICLR 2025GTR: Improving Large 3D Reconstruction Models through Geometry and Texture Refinement
  34. ICLR 2025GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
  35. ICLR 2025HADAMRNN: BINARY AND SPARSE TERNARY ORTHOGONAL RNNS
  36. ICLR 2025HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics
  37. ICLR 2025Harnessing Webpage UIs for Text-Rich Visual Understanding
  38. ICLR 2025Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint
  39. ICLR 2025Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
  40. ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
  41. ICLR 2025HelpSteer2-Preference: Complementing Ratings with Preferences
  42. ICLR 2025Herald: A Natural Language Annotated Lean 4 Dataset
  43. ICLR 2025HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts
  44. ICLR 2025How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension
  45. ICLR 2025How efficient is LLM-generated code? A rigorous & high-standard benchmark
  46. ICLR 2025How Far Are We from True Unlearnability?
  47. ICLR 2025How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning
  48. ICLR 2025How new data permeates LLM knowledge and how to dilute it
  49. ICLR 2025How to Evaluate Reward Models for RLHF
  50. ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

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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