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 97 / 118 页

  1. NeurIPS 2024Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks
  2. NeurIPS 2024SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning
  3. NeurIPS 2024Scalable DBSCAN with Random Projections
  4. NeurIPS 2024Scale Equivariant Graph Metanetworks
  5. NeurIPS 2024Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
  6. NeurIPS 2024SCRREAM : SCan, Register, REnder And Map: A Framework for Annotating Accurate and Dense 3D Indoor Scenes with a Benchmark
  7. NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
  8. NeurIPS 2024SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey
  9. NeurIPS 2024Selective Explanations
  10. NeurIPS 2024Semantics and Spatiality of Emergent Communication
  11. NeurIPS 2024Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectors
  12. NeurIPS 2024Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech Separation
  13. NeurIPS 2024Set-based Neural Network Encoding Without Weight Tying
  14. NeurIPS 2024SETLEXSEM CHALLENGE: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models
  15. NeurIPS 2024SG-Bench: Evaluating LLM Safety Generalization Across Diverse Tasks and Prompt Types
  16. NeurIPS 2024SHDocs: A dataset, benchmark, and method to efficiently generate high-quality, real-world specular highlight data with near-perfect alignment
  17. NeurIPS 2024SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning
  18. NeurIPS 2024Should We Really Edit Language Models? On the Evaluation of Edited Language Models
  19. NeurIPS 2024Sim2Real-Fire: A Multi-modal Simulation Dataset for Forecast and Backtracking of Real-world Forest Fire
  20. NeurIPS 2024Simple and Effective Masked Diffusion Language Models
  21. NeurIPS 2024Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning
  22. NeurIPS 2024Slice-100K: A Multimodal Dataset for Extrusion-based 3D Printing
  23. NeurIPS 2024Slight Corruption in Pre-training Data Makes Better Diffusion Models
  24. NeurIPS 2024Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space
  25. NeurIPS 2024SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting
  26. NeurIPS 2024Spectral Graph Pruning Against Over-Squashing and Over-Smoothing
  27. NeurIPS 2024SpikedAttention: Training-Free and Fully Spike-Driven Transformer-to-SNN Conversion with Winner-Oriented Spike Shift for Softmax Operation
  28. NeurIPS 2024SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers
  29. NeurIPS 2024SplitNeRF: Split Sum Approximation Neural Field for Joint Geometry, Illumination, and Material Estimation
  30. NeurIPS 2024SPRINQL: Sub-optimal Demonstrations driven Offline Imitation Learning
  31. NeurIPS 2024SR-CACO-2: A Dataset for Confocal Fluorescence Microscopy Image Super-Resolution
  32. NeurIPS 2024SS3DM: Benchmarking Street-View Surface Reconstruction with a Synthetic 3D Mesh Dataset
  33. NeurIPS 2024StackEval: Benchmarking LLMs in Coding Assistance
  34. NeurIPS 2024STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics
  35. NeurIPS 2024Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution
  36. NeurIPS 2024Stochastic Concept Bottleneck Models
  37. NeurIPS 2024Stochastic Zeroth-Order Optimization under Strongly Convexity and Lipschitz Hessian: Minimax Sample Complexity
  38. NeurIPS 2024StreamBench: Towards Benchmarking Continuous Improvement of Language Agents
  39. NeurIPS 2024Streaming Bayes GFlowNets
  40. NeurIPS 2024Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack
  41. NeurIPS 2024SubjECTive-QA: A dataset for the subjective evaluation of answers in Earnings Call Transcripts (ECTs)
  42. NeurIPS 2024SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations
  43. NeurIPS 2024SurgicAI: A Hierarchical Platform for Fine-Grained Surgical Policy Learning and Benchmarking
  44. NeurIPS 2024SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery
  45. NeurIPS 2024T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition
  46. NeurIPS 2024Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks
  47. NeurIPS 2024TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs
  48. NeurIPS 2024Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
  49. NeurIPS 2024Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights
  50. NeurIPS 2024TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs

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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