时间序列论文趋势 2023–2026

预测与异常检测

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,157 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

时间序列论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202391606259272
20241479511468424
202522113115974585
202629822026494876

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

全部时间序列论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 424 篇，第 8 / 9 页

  1. NeurIPS 2024MonkeySee: Space-time-resolved reconstructions of natural images from macaque multi-unit activity
  2. NeurIPS 2024Motion Forecasting in Continuous Driving
  3. NeurIPS 2024MotionTTT: 2D Test-Time-Training Motion Estimation for 3D Motion Corrected MRI
  4. NeurIPS 2024Multivariate Probabilistic Time Series Forecasting with Correlated Errors
  5. NeurIPS 2024Muscles in Time: Learning to Understand Human Motion In-Depth by Simulating Muscle Activations
  6. NeurIPS 2024NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates
  7. NeurIPS 2024Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
  8. NeurIPS 2024On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
  9. NeurIPS 2024On the Reproducibility of: "Learning Perturbations to Explain Time Series Predictions"
  10. NeurIPS 2024Optimal Hypothesis Selection in (Almost) Linear Time
  11. NeurIPS 2024Out-of-Distribution Detection with a Single Unconditional Diffusion Model
  12. NeurIPS 2024Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting
  13. NeurIPS 2024Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis
  14. NeurIPS 2024PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting
  15. NeurIPS 2024Piecewise-Stationary Bandits with Knapsacks
  16. NeurIPS 2024Polynomial-Time Computation of Exact $\Phi$-Equilibria in Polyhedral Games
  17. NeurIPS 2024PowerPM: Foundation Model for Power Systems
  18. NeurIPS 2024ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons
  19. NeurIPS 2024Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach
  20. NeurIPS 2024RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks
  21. NeurIPS 2024Real-time Core-Periphery Guided ViT with Smart Data Layout Selection on Mobile Devices
  22. NeurIPS 2024Real-Time Recurrent Learning using Trace Units in Reinforcement Learning
  23. NeurIPS 2024Real-time Stereo-based 3D Object Detection for Streaming Perception
  24. NeurIPS 2024realSEUDO for real-time calcium imaging analysis
  25. NeurIPS 2024ReMAP: Neural Model Reprogramming with Network Inversion and Retrieval-Augmented Mapping for Adaptive Motion Forecasting
  26. NeurIPS 2024ResAD: A Simple Framework for Class Generalizable Anomaly Detection
  27. NeurIPS 2024Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting
  28. NeurIPS 2024Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution
  29. NeurIPS 2024Rethinking Reconstruction-based Graph-Level Anomaly Detection: Limitations and a Simple Remedy
  30. NeurIPS 2024Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective
  31. NeurIPS 2024Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching
  32. NeurIPS 2024Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel
  33. NeurIPS 2024SARAD: Spatial Association-Aware Anomaly Detection and Diagnosis for Multivariate Time Series
  34. NeurIPS 2024Scaling Law for Time Series Forecasting
  35. NeurIPS 2024SDformer: Similarity-driven Discrete Transformer For Time Series Generation
  36. NeurIPS 2024Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations
  37. NeurIPS 2024Shape analysis for time series
  38. NeurIPS 2024SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction
  39. NeurIPS 2024SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion
  40. NeurIPS 2024SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model
  41. NeurIPS 2024SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting
  42. NeurIPS 2024Space-Time Continuous PDE Forecasting using Equivariant Neural Fields
  43. NeurIPS 2024Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics
  44. NeurIPS 2024TALoS: Enhancing Semantic Scene Completion via Test-time Adaptation on the Line of Sight
  45. NeurIPS 2024Task-oriented Time Series Imputation Evaluation via Generalized Representers
  46. NeurIPS 2024Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
  47. NeurIPS 2024Test-time Adaptation in Non-stationary Environments via Adaptive Representation Alignment
  48. NeurIPS 2024Test-Time Adaptation Induces Stronger Accuracy and Agreement-on-the-Line
  49. NeurIPS 2024Test-Time Dynamic Image Fusion
  50. NeurIPS 2024Testing Calibration in Nearly-Linear Time

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 查时间序列在 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": "time-series"}

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时间序列论文？
共 2,157 篇，按年份分别是 2023 年 272 篇、2024 年 424 篇、2025 年 585 篇、2026 年 876 篇。
NeurIPS 2026 有多少篇时间序列论文？
NeurIPS 2026 有 298 篇时间序列论文，上一届是 221 篇。
ICLR 2026 有多少篇时间序列论文？
ICLR 2026 有 220 篇时间序列论文，上一届是 131 篇。
ICML 2026 有多少篇时间序列论文？
ICML 2026 有 264 篇时间序列论文，上一届是 159 篇。
CVPR 2026 有多少篇时间序列论文？
CVPR 2026 有 94 篇时间序列论文，上一届是 74 篇。
哪个会议的时间序列论文最多？
NeurIPS，2023–2026 年共 757 篇。

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