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 2,156 篇，第 2 / 44 页

51. CVPR 2026One-Shot Flow Any-Time Frame A Bidirectional Warping Framework for Event-Based
52. CVPR 2026PDD Manifold-Prior Diverse Distillation for Medical Anomaly Detection
53. CVPR 2026PortraitDirector A Hierarchical Disentanglement Framework for Controllable and Real-time Facial
54. CVPR 2026Prefill-Time Intervention for Mitigating Hallucination in Large Vision-Language Models
55. CVPR 2026RC-NF Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic
56. CVPR 2026Real-Time Dynamic Scene Rendering with Controlled Compressibility and Contact Awareness
57. CVPR 2026Real-Time Long Horizon Air Quality Forecasting via Group-Relative Policy Optimization
58. CVPR 2026Real-Time Multimodal Fingertip Contact Detection via Depth and Motion Fusion
59. CVPR 2026Real-Time Neural Video Compression with Unified Intra and Inter Coding
60. CVPR 2026RetimeGS Continuous-Time Reconstruction of 4D Gaussian Splatting
61. CVPR 2026Revisiting 3D Reconstruction Kernels as Low-Pass Filters
62. CVPR 2026SAMosaic3D Modular Scene Assembly for Real-Time 3D Segment Anything
63. CVPR 2026Scal3R Scalable Test-Time Training for Large-Scale 3D Reconstruction
64. CVPR 2026SoC Semantic Orthogonal Calibration for Test-Time Prompt Tuning
65. CVPR 2026Space-Time Forecasting of Dynamic Scenes with Motion-aware Gaussian Grouping
66. CVPR 2026SpaceTimePilot Generative Rendering of Dynamic Scenes Across Space and Time
67. CVPR 2026SPEGC Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical
68. CVPR 2026STAR Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language
69. CVPR 2026StreamRAG Enhancing Real-Time Video Understanding with Retrieval Augmentation
70. CVPR 2026Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos
71. CVPR 2026TALON Test-time Adaptive Learning for On-the-Fly Category Discovery
72. CVPR 2026Test-Time 3D Occupancy Prediction
73. CVPR 2026Test-Time Attention Purification for Backdoored Large Vision Language Models
74. CVPR 2026Test-Time Instance-Specific Parameter Composition A New Paradigm for Adaptive Generative
75. CVPR 2026Test-Time Perturbation Tuning with Delayed Feedback for Vision-Language-Action Models
76. CVPR 2026Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric
77. CVPR 2026The Golden Subspace Where Efficiency Meets Generalization in Continual Test-Time
78. CVPR 2026TIGER A Unified Framework for Time Images and Geo-location Retrieval
79. CVPR 2026Time Without Time Pseudo-Temporal Representation for Space-Time Super-Resolution
80. CVPR 2026Towards an Incremental Unified Multimodal Anomaly Detection Augmenting Multimodal Denoising
81. CVPR 2026Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with
82. CVPR 2026Tracking by Predicting 3-D Gaussians Over Time
83. CVPR 2026TTL Test-time Textual Learning for OOD Detection with Pretrained Vision-Language
84. CVPR 2026TTP Test-Time Padding for Adversarial Detection and Robust Adaptation on
85. CVPR 2026tttLRM Test-Time Training for Long Context and Autoregressive 3D Reconstruction
86. CVPR 2026UniMMAD Unified Multi-Modal and Multi-Class Anomaly Detection via MoE-Driven Feature
87. CVPR 2026VGG-T3 Offline Feed-Forward 3D Reconstruction at Scale
88. CVPR 2026ViT3 Unlocking Test-Time Training in Vision
89. CVPR 2026Wavelet-Driven 3D Anomaly Detection under Pose-Agnostic and Sparse-View
90. CVPR 2026Weakly Supervised Video Anomaly Detection with Anomaly-Connected Components and Intention
91. CVPR 2026YOLO-Master MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection
92. CVPR 2026YOLO-ULM Ultra-Lightweight Models for Real-Time Object Detection
93. CVPR 2026ZipMap Linear-Time Stateful 3D Reconstruction via Test-Time Training
94. ICLR 2026$\ell_1$ Latent Distance based Continuous-time Graph Representation
95. ICLR 2026A foundation model with multi-variate parallel attention to generate neuronal activity
96. ICLR 2026A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting
97. ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
98. ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
99. ICLR 2026A Study of Posterior Stability in Time-Series Latent Diffusion
100. ICLR 2026A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling

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。