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
- 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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 91 | 60 | 62 | 59 | 272 |
| 2024 | 147 | 95 | 114 | 68 | 424 |
| 2025 | 221 | 131 | 159 | 74 | 585 |
| 2026 | 298 | 220 | 264 | 94 | 876 |
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 19 / 44 页
- CVPR 2025MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors
- CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
- CVPR 2025MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
- CVPR 2025MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices
- CVPR 2025Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
- CVPR 2025Neural Inverse Rendering from Propagating Light
- CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
- CVPR 2025Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
- CVPR 2025O-TPT: Orthogonality Constraints for Calibrating Test-time Prompt Tuning in Vision-Language Models
- CVPR 2025Odd-One-Out: Anomaly Detection by Comparing with Neighbors
- CVPR 2025OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye Cameras
- CVPR 2025One-Step Event-Driven High-Speed Autofocus
- CVPR 2025OODD: Test-time Out-of-Distribution Detection with Dynamic Dictionary
- CVPR 2025Open Set Label Shift with Test Time Out-of-Distribution Reference
- CVPR 2025Opportunistic Single-Photon Time of Flight
- CVPR 2025OralXrays-9: Towards Hospital-Scale Panoramic X-ray Anomaly Detection via Personalized Multi-Object Query-Aware Mining
- CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
- CVPR 2025Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis
- CVPR 2025PS-EIP: Robust Photometric Stereo Based on Event Interval Profile
- CVPR 2025PURA: Parameter Update-Recovery Test-Time Adaption for RGB-T Tracking
- CVPR 2025Q-PART: Quasi-Periodic Adaptive Regression with Test-time Training for Pediatric Left Ventricular Ejection Fraction Regression
- CVPR 2025Quaffure: Real-Time Quasi-Static Neural Hair Simulation
- CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
- CVPR 2025Rashomon Sets for Prototypical-Part Networks: Editing Interpretable Models in Real-Time
- CVPR 2025Rate-In: Information-Driven Adaptive Dropout Rates for Improved Inference-Time Uncertainty Estimation
- CVPR 2025Real-time Free-view Human Rendering from Sparse-view RGB Videos using Double Unprojected Textures
- CVPR 2025Real-time High-fidelity Gaussian Human Avatars with Position-based Interpolation of Spatially Distributed MLPs
- CVPR 2025SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
- CVPR 2025ScaleLSD: Scalable Deep Line Segment Detection Streamlined
- CVPR 2025Scaling Inference Time Compute for Diffusion Models
- CVPR 2025SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding
- CVPR 2025SLAM3R: Real-Time Dense Scene Reconstruction from Monocular RGB Videos
- CVPR 2025Sparse Voxels Rasterization: Real-time High-fidelity Radiance Field Rendering
- CVPR 2025SpectroMotion: Dynamic 3D Reconstruction of Specular Scenes
- CVPR 2025SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity
- CVPR 2025SVDC: Consistent Direct Time-of-Flight Video Depth Completion with Frequency Selective Fusion
- CVPR 2025TaoAvatar: Real-Time Lifelike Full-Body Talking Avatars for Augmented Reality via 3D Gaussian Splatting
- CVPR 2025Test-time Augmentation Improves Efficiency in Conformal Prediction
- CVPR 2025Test-Time Backdoor Detection for Object Detection Models
- CVPR 2025Test-Time Visual In-Context Tuning
- CVPR 2025TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction
- CVPR 2025Time of the Flight of the Gaussians: Optimizing Depth Indirectly in Dynamic Radiance Fields
- CVPR 2025Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model
- CVPR 2025Towards Practical Real-Time Neural Video Compression
- CVPR 2025Towards RAW Object Detection in Diverse Conditions
- CVPR 2025Track Any Anomalous Object:A Granular Video Anomaly Detection Pipeline
- CVPR 2025UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection
- CVPR 2025Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization
- CVPR 2025Volumetric Surfaces: Representing Fuzzy Geometries with Layered Meshes
- ICLR 2025A deep inverse-mapping model for a flapping robotic wing
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"}
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。