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 2,156 篇，第 5 / 44 页

  1. ICLR 2026Mitigating Semantic Collapse in Generative Personalization with Test-Time Embedding Adjustment
  2. ICLR 2026MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with $0.1K$ Parameters
  3. ICLR 2026MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss
  4. ICLR 2026Mode-conditioning unlocks superior test-time compute scaling
  5. ICLR 2026Motion Prior Distillation in Time Reversal Sampling for Generative Inbetweening
  6. ICLR 2026Multi-Scale Hypergraph Meets LLMs: Aligning Large Language Models for Time Series Analysis
  7. ICLR 2026Noise Tolerance of Distributionally Robust Learning
  8. ICLR 2026Numerion: A Multi-Hypercomplex Model for Time Series Forecasting
  9. ICLR 2026ODEBrain: Continuous-Time EEG Graph for Modeling Dynamic Brain Networks
  10. ICLR 2026On learning linear dynamical systems in context with attention layers
  11. ICLR 2026Online Decision Making with Generative Action Sets
  12. ICLR 2026Online time series prediction using feature adjustment
  13. ICLR 2026Orbital Transformers for Predicting Wavefunctions in Time-Dependent Density Functional Theory
  14. ICLR 2026Otters: An Energy-Efficient Spiking Transformer via Optical Time-to-First-Spike Encoding
  15. ICLR 2026Overlap-weighted orthogonal meta-learner for treatment effect estimation over time
  16. ICLR 2026PaAno: Patch-Based Representation Learning for Time-Series Anomaly Detection
  17. ICLR 2026Panda: A pretrained forecast model for chaotic dynamics
  18. ICLR 2026Parameterized Hardness of Zonotope Containment and Neural Network Verification
  19. ICLR 2026PERSISTENCE SPHERES: BI-CONTINUOUS REPRESENTATIONS OF PERSISTENCE DIAGRAMS.
  20. ICLR 2026Perturbed Dynamic Time Warping: A Probabilistic Framework and Generalized Variants
  21. ICLR 2026PGRF-Net: A Prototype-Guided Relational Fusion Network for Diagnostic Multivariate Time-Series Anomaly Detection
  22. ICLR 2026PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting
  23. ICLR 2026PHAT: Modeling Period Heterogeneity for Multivariate Time Series Forecasting
  24. ICLR 2026PINFDiT: Energy-Based Physics-Informed Diffusion Transformers for General-purpose Time Series Tasks
  25. ICLR 2026PIRN: Prototypical-based Intra-modal Reconstruction with Normality Communication for Multi-modal Anomaly Detection.
  26. ICLR 2026Plan and Budget: Effective and Efficient Test-Time Scaling on Reasoning Large Language Models
  27. ICLR 2026PMDformer: Patch-Mean Decoupling Transformer for Long-term Forecasting
  28. ICLR 2026Prior-free Tabular Test-time Adaptation
  29. ICLR 2026Priors in time: Missing inductive biases for language model interpretability
  30. ICLR 2026ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting
  31. ICLR 2026Pushing Test-Time Scaling Limits of Deep Search with Asymmetric Verification
  32. ICLR 2026PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks
  33. ICLR 2026Quadratic Direct Forecast for Training Multi-Step Time-Series Forecast Models
  34. ICLR 2026R2PS: Worst-Case Robust Real-Time Pursuit Strategies under Partial Observability
  35. ICLR 2026RACE Attention: A Strictly Linear-Time Attention for Long-Sequence Training
  36. ICLR 2026Random Controlled Differential Equations
  37. ICLR 2026Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment
  38. ICLR 2026Reasoning on Time-Series for Financial Technical Analysis
  39. ICLR 2026Reliable Probabilistic Forecasting of Irregular Time Series through Marginalization-Consistent Flows
  40. ICLR 2026Representation-Based Exploration for Language Models: From Test-Time to Post-Training
  41. ICLR 2026Repurposing Foundation Model for Generalizable Medical Time Series Classification
  42. ICLR 2026ResCP: Reservoir Conformal Prediction for Time Series Forecasting
  43. ICLR 2026ReTabAD: A Benchmark for Restoring Semantic Context in Tabular Anomaly Detection
  44. ICLR 2026RF-DETR: Neural Architecture Search for Real-Time Detection Transformers
  45. ICLR 2026Ringleader ASGD: The First Asynchronous SGD with Optimal Time Complexity under Data Heterogeneity
  46. ICLR 2026Robust Preference Alignment via Directional Neighborhood Consensus
  47. ICLR 2026ROC-n-reroll: How verifier imperfection affects test-time scaling
  48. ICLR 2026Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition
  49. ICLR 2026Sample Complexity and Representation Ability of Test-time Scaling Paradigms
  50. ICLR 2026SciTS: Scientific Time Series Understanding and Generation with LLMs

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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