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 1,346 篇，第 25 / 27 页

  1. NeurIPS 2024Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data
  2. NeurIPS 2024ProgressGym: Alignment with a Millennium of Moral Progress
  3. NeurIPS 2024Progressive Entropic Optimal Transport Solvers
  4. NeurIPS 2024PROSPECT PTMs: Rich Labeled Tandem Mass Spectrometry Dataset of Modified Peptides for Machine Learning in Proteomics
  5. NeurIPS 2024Provable and Efficient Dataset Distillation for Kernel Ridge Regression
  6. NeurIPS 2024Provable Posterior Sampling with Denoising Oracles via Tilted Transport
  7. NeurIPS 2024Provable Tempered Overfitting of Minimal Nets and Typical Nets
  8. NeurIPS 2024QKFormer: Hierarchical Spiking Transformer using Q-K Attention
  9. NeurIPS 2024Quantifying and Optimizing Global Faithfulness in Persona-driven Role-playing
  10. NeurIPS 2024Quantifying the Bitter Lesson: How Safety Benchmarks Measure Capabilities Instead of Safety
  11. NeurIPS 2024QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization
  12. NeurIPS 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving
  13. NeurIPS 2024RealMAN: A Real-Recorded and Annotated Microphone Array Dataset for Dynamic Speech Enhancement and Localization
  14. NeurIPS 2024Reasons and Solutions for the Decline in Model Performance after Editing
  15. NeurIPS 2024Recovering Complete Actions for Cross-dataset Skeleton Action Recognition
  16. NeurIPS 2024RedPajama: an Open Dataset for Training Large Language Models
  17. NeurIPS 2024RegExplainer: Generating Explanations for Graph Neural Networks in Regression Tasks
  18. NeurIPS 2024ReMI: A Dataset for Reasoning with Multiple Images
  19. NeurIPS 2024Renovating Names in Open-Vocabulary Segmentation Benchmarks
  20. NeurIPS 2024Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach
  21. NeurIPS 2024Replicability in Learning: Geometric Partitions and KKM-Sperner Lemma
  22. NeurIPS 2024RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content
  23. NeurIPS 2024Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models
  24. NeurIPS 2024Rethinking Model-based, Policy-based, and Value-based Reinforcement Learning via the Lens of Representation Complexity
  25. NeurIPS 2024Rethinking No-reference Image Exposure Assessment from Holism to Pixel: Models, Datasets and Benchmarks
  26. NeurIPS 2024Rethinking Optimal Transport in Offline Reinforcement Learning
  27. NeurIPS 2024Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox
  28. NeurIPS 2024Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage
  29. NeurIPS 2024Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport
  30. NeurIPS 2024SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models
  31. NeurIPS 2024Safetywashing: Do AI Safety Benchmarks Actually Measure Safety Progress?
  32. NeurIPS 2024Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks
  33. NeurIPS 2024SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning
  34. NeurIPS 2024Scalable DBSCAN with Random Projections
  35. NeurIPS 2024Scale Equivariant Graph Metanetworks
  36. NeurIPS 2024Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
  37. NeurIPS 2024SCRREAM : SCan, Register, REnder And Map: A Framework for Annotating Accurate and Dense 3D Indoor Scenes with a Benchmark
  38. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
  39. NeurIPS 2024SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey
  40. NeurIPS 2024Selective Explanations
  41. NeurIPS 2024Semantics and Spatiality of Emergent Communication
  42. NeurIPS 2024Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectors
  43. NeurIPS 2024Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation
  44. NeurIPS 2024Set-based Neural Network Encoding Without Weight Tying
  45. NeurIPS 2024SETLEXSEM CHALLENGE: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models
  46. NeurIPS 2024SG-Bench: Evaluating LLM Safety Generalization Across Diverse Tasks and Prompt Types
  47. NeurIPS 2024SHDocs: A dataset, benchmark, and method to efficiently generate high-quality, real-world specular highlight data with near-perfect alignment
  48. NeurIPS 2024SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning
  49. NeurIPS 2024Should We Really Edit Language Models? On the Evaluation of Edited Language Models
  50. NeurIPS 2024Sim2Real-Fire: A Multi-modal Simulation Dataset for Forecast and Backtracking of Real-world Forest Fire

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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