时间序列论文趋势 2023–2026

主要结论

• 时间序列论文从 2023 年的 272 篇增长到 2026 年的 876 篇，三年间扩大到约 3.2 倍。
• NeurIPS 是发时间序列论文最多的会议，2023–2026 年共 757 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 6 篇增至 2026 年的 85 篇。
• 在「图与结构化数据」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的分子建模是 2.7 倍，时间序列是 3.2 倍。

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

• NeurIPS 2026A Batched Hartigan's $k$-Means Clustering
• ICML 2026A Control-Theoretic View of Mamba on Stability and Robustness
• ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
• CVPR 2026Activation Matters Test-time Activated Negative Labels for OOD Detection with
• NeurIPS 2025Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
• ICML 2025$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
• ICLR 2025A deep inverse-mapping model for a flapping robotic wing
• CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
• NeurIPS 2024A Continuous-time Stochastic Gradient Descent Method for Continuous Data
• ICML 2024$S^2$IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting
• ICLR 2024ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning
• CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
• NeurIPS 2023A Sublinear-Time Spectral Clustering Oracle with Improved Preprocessing Time
• ICML 2023Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over Time
• ICLR 2023A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
• CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
• NeurIPS 2026A Locally Tokenized Generative Model for Robust Time-Series Watermarking
• ICML 2026ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
• ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
• CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis

全部时间序列论文

共 585 篇，第 1 / 12 页

1. CVPR 2025A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training
2. CVPR 2025A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs
3. CVPR 2025Active Hyperspectral Imaging Using an Event Camera
4. CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
5. CVPR 2025Continuous Space-Time Video Resampling with Invertible Motion Steganography
6. CVPR 2025CRISP: Object Pose and Shape Estimation with Test-Time Adaptation
7. CVPR 2025DashGaussian: Optimizing 3D Gaussian Splatting in 200 Seconds
8. CVPR 2025DFM: Differentiable Feature Matching for Anomaly Detection
9. CVPR 2025DTOS: Dynamic Time Object Sensing with Large Multimodal Model
10. CVPR 2025Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning
11. CVPR 2025Effortless Active Labeling for Long-Term Test-Time Adaptation
12. CVPR 2025Enhancing Testing-Time Robustness for Trusted Multi-View Classification in the Wild
13. CVPR 2025EvEnhancer: Empowering Effectiveness, Efficiency and Generalizability for Continuous Space-Time Video Super-Resolution with Events
14. CVPR 2025EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Rendering
15. CVPR 2025Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation
16. CVPR 2025Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
17. CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
18. CVPR 2025HandOS: 3D Hand Reconstruction in One Stage
19. CVPR 2025How to Merge Your Multimodal Models Over Time?
20. CVPR 2025Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment
21. CVPR 2025Jailbreaking the Non-Transferable Barrier via Test-Time Data Disguising
22. CVPR 2025Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning
23. CVPR 2025Leveraging 3D Geometric Priors in 2D Rotation Symmetry Detection
24. CVPR 2025LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos
25. CVPR 2025Maintaining Consistent Inter-Class Topology in Continual Test-Time Adaptation
26. CVPR 2025MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors
27. CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
28. CVPR 2025MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
29. CVPR 2025MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices
30. CVPR 2025Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
31. CVPR 2025Neural Inverse Rendering from Propagating Light
32. CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
33. CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
34. CVPR 2025O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models
35. CVPR 2025Odd-One-Out: Anomaly Detection by Comparing with Neighbors
36. CVPR 2025OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye Cameras
37. CVPR 2025One-Step Event-Driven High-Speed Autofocus
38. CVPR 2025OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary
39. CVPR 2025Open Set Label Shift with Test Time Out-of-Distribution Reference
40. CVPR 2025Opportunistic Single-Photon Time of Flight
41. CVPR 2025OralXrays-9: Towards Hospital-Scale Panoramic X-ray Anomaly Detection via Personalized Multi-Object Query-Aware Mining
42. CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
43. CVPR 2025Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis
44. CVPR 2025PS-EIP: Robust Photometric Stereo Based on Event Interval Profile
45. CVPR 2025PURA: Parameter Update-Recovery Test-Time Adaption for RGB-T Tracking
46. CVPR 2025Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
47. CVPR 2025Quaffure: Real-Time Quasi-Static Neural Hair Simulation
48. CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
49. CVPR 2025Rashomon Sets for Prototypical-Part Networks: Editing Interpretable Models in Real-Time
50. CVPR 2025Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation

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。