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One Fits All:Power General Time Series Analysis by Pretrained LM

Neural Information Processing Systems (NeurIPS), 2023

23 February 2023

Liang Sun

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Papers citing "One Fits All:Power General Time Series Analysis by Pretrained LM"

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Title
FiCoTS: Fine-to-Coarse LLM-Enhanced Hierarchical Cross-Modality Interaction for Time Series Forecasting Yafei Lyu Hao Zhou Lu Zhang X. Yang Zhiyong Liu AI4TS 28 0 0 29 Nov 2025
Temporal-Visual Semantic Alignment: A Unified Architecture for Transferring Spatial Priors from Vision Models to Zero-Shot Temporal Tasks Xiangkai Ma Han Zhang Wenzhong Li Sanglu Lu AI4TS VGen 231 0 0 25 Nov 2025
Labels Matter More Than Models: Quantifying the Benefit of Supervised Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Kaixiang Yang Chao Chen 45 0 0 20 Nov 2025
DeepBooTS: Dual-Stream Residual Boosting for Drift-Resilient Time-Series Forecasting Daojun Liang Jing Chen Xiao Wang Y Samuel Wang Suo Li AI4TS 77 0 0 10 Nov 2025
The Few Govern the Many:Unveiling Few-Layer Dominance for Time Series Models Xin Qiu Junlong Tong Yirong Sun Yunpu Ma Xiaoyu Shen AI4TS 196 0 0 10 Nov 2025
Beyond Observations: Reconstruction Error-Guided Irregularly Sampled Time Series Representation Learning Jiexi Liu Meng Cao Songcan Chen AI4TS 173 0 0 10 Nov 2025
A Theoretical Analysis of Detecting Large Model-Generated Time Series Junji Hou Junzhou Zhao Shuo Zhang Pinghui Wang AI4TS 261 0 0 10 Nov 2025
Predicting the Future by Retrieving the Past Dazhao Du Tao Han Song Guo AI4TS 140 0 0 08 Nov 2025
Multi-period Learning for Financial Time Series ForecastingKnowledge Discovery and Data Mining (KDD), 2025 Xu Zhang Z. Huang Y. Wu Xun Lu Erpeng Qi Yunkai Chen Zhongya Xue Qitong Wang Peng Wang Wei Wang AI4TS 36 1 0 07 Nov 2025
Frequency Matters: When Time Series Foundation Models Fail Under Spectral Shift Tianze Wang Sofiane Ennadir John Pertoft Gabriela Zarzar Gandler Lele Cao Zineb Senane Styliani Katsarou Sahar Asadi Axel Karlsson Oleg Smirnov AI4TS 153 0 0 06 Nov 2025
How AI Forecasts AI Jobs: Benchmarking LLM Predictions of Labor Market Changes Sheri Osborn Rohit Valecha H. Raghav Rao Dan Sass Anthony Rios 80 0 0 27 Oct 2025
DBLoss: Decomposition-based Loss Function for Time Series Forecasting Xiangfei Qiu X. Wu Hanyin Cheng Xvyuan Liu Chenjuan Guo Jilin Hu B. Yang AI4TS 148 7 0 27 Oct 2025
EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting Musleh Alharthi Kaleel Mahmood Sarosh Patel A. Mahmood AI4TS MoE 269 0 0 27 Oct 2025
Flight Delay Prediction via Cross-Modality Adaptation of Large Language Models and Aircraft Trajectory Representation Thaweerath Phisannupawong J. J. Damanik Han-Lim Choi 139 0 0 24 Oct 2025
Fusing Narrative Semantics for Financial Volatility Forecasting Yaxuan Kong Yoontae Hwang Marcus Kaiser Chris Vryonides Roel Oomen Stefan Zohren AI4TS 69 0 0 23 Oct 2025
SEMPO: Lightweight Foundation Models for Time Series Forecasting Hui He Kun Yi Yuanchi Ma Qi Zhang ZhenDong Niu Guansong Pang AI4TS 120 0 0 22 Oct 2025
Foundation Model Forecasts: Form and Function Alvaro Perez-Diaz James C. Loach Danielle E. Toutoungi Lee Middleton AI4TS 116 0 0 22 Oct 2025
MGTS-Net: Exploring Graph-Enhanced Multimodal Fusion for Augmented Time Series Forecasting Shule Hao Junpeng Bao Wenli Li AI4TS 73 0 0 18 Oct 2025
Time Series Foundation Models: Benchmarking Challenges and Requirements Marcel Meyer Sascha Kaltenpoth Kevin Zalipski Oliver Müller AI4TS 152 1 0 15 Oct 2025
CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling Beibu Li Qichao Shentu Yang Shu Hui Zhang Ming Li Ning Jin Bin Yang Chenjuan Guo AI4TS 117 1 0 14 Oct 2025
Lifting Manifolds to Mitigate Pseudo-Alignment in LLM4TS Liangwei Nathan Zheng Wenhao Liang Wei Emma Zhang Miao Xu Olaf Maennel Weitong Chen AI4TS 92 0 0 14 Oct 2025
Toward Reasoning-Centric Time-Series Analysis Xinlei Wang Mingtian Tan Jing Qiu Junhua Zhao Jinjin Gu AI4TS 96 0 0 14 Oct 2025
Vision-LLMs for Spatiotemporal Traffic Forecasting Ning Yang Hengyu Zhong Haijun Zhang Randall Berry AI4TS 88 0 0 13 Oct 2025
SVTime: Small Time Series Forecasting Models Informed by "Physics" of Large Vision Model Forecasters ChengAo Shen Ziming Zhao Hanghang Tong D. Song Dongsheng Luo Qingsong Wen Jingchao Ni AI4TS 99 0 0 10 Oct 2025
MLLM4TS: Leveraging Vision and Multimodal Language Models for General Time-Series Analysis Qinghua Liu Sam Heshmati Zheda Mai Zubin Abraham John Paparrizos Liu Ren AI4TS 115 1 0 08 Oct 2025
Training-Free Time Series Classification via In-Context Reasoning with LLM Agents Songyuan Sui Zihang Xu Yu-Neng Chuang Kwei-Herng Lai Xia Hu AI4TS LLMAG LRM 120 1 0 07 Oct 2025
Glocal Information Bottleneck for Time Series Imputation Jie Yang Kexin Zhang Guibin Zhang Philip S. Yu Kaize Ding AI4TS 133 0 0 06 Oct 2025
Deep Domain Adaptation for Turbofan Engine Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends Yucheng Wang Mohamed Ragab Yubo Hou Zhenghua Chen Min-Ying Wu Xiaoli Li AI4CE 124 0 0 04 Oct 2025
SPEAR: Soft Prompt Enhanced Anomaly Recognition for Time Series Data Hanzhe Wei Jiajun Wu J. Yang Henry Leung Steve H. Drew AI4TS 100 1 0 04 Oct 2025
THEMIS: Unlocking Pretrained Knowledge with Foundation Model Embeddings for Anomaly Detection in Time Series Yadav Mahesh Lorik Kaushik Sarveswaran Nagaraj Sundaramahalingam Aravindakumar Venugopalan AI4TS 70 0 0 04 Oct 2025
KAIROS: Unified Training for Universal Non-Autoregressive Time Series Forecasting Kuiye Ding Fanda Fan Zheya Wang Hongxiao Li Yifan Wang Lei Wang Chunjie Luo Jianfeng Zhan AI4TS 181 0 0 02 Oct 2025
Augmenting LLMs for General Time Series Understanding and Prediction Felix Parker Nimeesha Chan Chi Zhang Kimia Ghobadi AI4TS 108 0 0 01 Oct 2025
Fidel-TS: A High-Fidelity Benchmark for Multimodal Time Series Forecasting Zhijian Xu Wanxu Cai Xilin Dai Zhaorong Deng Qiang Xu AI4TS 164 1 0 29 Sep 2025
RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility Haoyu He Haozheng Luo Yan Chen Qi Wang AI4TS 159 1 0 27 Sep 2025
Can Prompts Rewind Time for LLMs? Evaluating the Effectiveness of Prompted Knowledge Cutoffs Xin Gao Ruiyi Zhang Daniel Du Saurabh Mahindre Sai Ashish Somayajula Pengtao Xie KELM MU 120 0 0 26 Sep 2025
Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models Jeong Eul Kwon Joo Heung Yoon Hyo Kyung Lee 86 1 0 26 Sep 2025
VIFO: Visual Feature Empowered Multivariate Time Series Forecasting with Cross-Modal Fusion Yanlong Wang Hang Yu Jian Xu Fei Ma Hongkang Zhang Tongtong Feng Zijian Zhang Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 81 0 0 25 Sep 2025
CaTS-Bench: Can Language Models Describe Numeric Time Series? Luca Zhou Pratham Yashwante Marshall Fisher Alessio Sampieri Zihao Zhou Fabio Galasso Rose Yu AI4TS 101 0 0 25 Sep 2025
An Improved Time Series Anomaly Detection by Applying Structural Similarity Tiejun Wang Rui Wang Xudong Mou Mengyuan Ma Tianyu Wo Renyu Yang Xudong Liu AI4TS 112 0 0 24 Sep 2025
One Filters All: A Generalist Filter for State Estimation Shiqi Liu Wenhan Cao Chang Liu Zeyu He Tianyi Zhang Jingliang Duan OffRL 148 1 0 24 Sep 2025
TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding Kuiye Ding Fanda Fan Chunyi Hou Zheya Wang Lei Wang Zhengxin Yang Jianfeng Zhan AI4TS 192 1 0 23 Sep 2025
SignalLLM: A General-Purpose LLM Agent Framework for Automated Signal Processing Junlong Ke Qiying Hu Shenghai Yuan Yuecong Xu Jianfei Yang LLMAG 172 0 0 21 Sep 2025
TSGym: Design Choices for Deep Multivariate Time-Series Forecasting Shuang Liang Chaochuan Hou Xu Yao Shiping Wang Minqi Jiang Songqiao Han Hailiang Huang AI4TS 169 0 0 21 Sep 2025
Tsururu: A Python-based Time Series Forecasting Strategies LibraryInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Alina Kostromina Kseniia Kuvshinova Aleksandr Yugay Ivan A Kireev Dmitry Simakov AI4TS 56 2 0 19 Sep 2025
Super-Linear: A Lightweight Pretrained Mixture of Linear Experts for Time Series Forecasting Liran Nochumsohn Raz Marshanski Hedi Zisling Omri Azencot AI4TS 76 0 0 18 Sep 2025
ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting Hyotaek Jeon Hyunwook Lee Juwon Kim Sungahn Ko AI4TS LRM 76 1 0 17 Sep 2025
Leveraging Intermediate Representations of Time Series Foundation Models for Anomaly Detection Chan Sik Han Keon Myung Lee AI4TS 89 0 0 16 Sep 2025
A Time-Series Foundation Model by Universal Delay Embedding Zijian Wang Peng Tao Jifan Shi Rui Bao Rui Liu Luonan Chen AI4TS AI4CE 96 0 0 15 Sep 2025
When marine radar target detection meets pretrained large language models Qiying Hu Linping Zhang Xueqian Wang Gang Li Yu Liu Xiao-Ping Zhang 76 1 0 15 Sep 2025
RadarPLM: Adapting Pretrained Language Models for Marine Radar Target Detection with Preference-aware Loss Qiying Hu 116 0 0 15 Sep 2025