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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
Scalable Transformer for High Dimensional Multivariate Time Series ForecastingInternational Conference on Information and Knowledge Management (CIKM), 2024 Xin Zhou Weiqing Wang Wray Buntine Shilin Qu Abishek Sriramulu Weicong Tan Christoph Bergmeir AI4TS 185 11 0 08 Aug 2024
PowerPM: Foundation Model for Power SystemsNeural Information Processing Systems (NeurIPS), 2024 Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 172 14 0 07 Aug 2024
Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language ModelsInternational Conference on Information and Knowledge Management (CIKM), 2024 Zhe Li Ronghui Xu Jilin Hu Zhong Peng Xi Lu Chenjuan Guo Bin Yang 170 9 0 29 Jul 2024
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models Lei Ren Haiteng Wang Yang Tang Yang Tang Chunhua Yang AI4TS AI4CE 311 10 0 16 Jul 2024
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen Hanting Chen Hailin Hu AI4TS 197 0 0 15 Jul 2024
By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting Hyungjun Yoon Biniyam Aschalew Tolera Taesik Gong Kimin Lee Sung-Ju Lee 190 17 0 15 Jul 2024
STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM YiHeng Huang Xiaowei Mao Shengnan Guo Yubin Chen Junfeng Shen Tiankuo Li Youfang Lin Huaiyu Wan AI4TS 347 0 0 12 Jul 2024
ViTime: Foundation Model for Time Series Forecasting Powered by Vision Intelligence Luoxiao Yang Yun Wang Xinqi Fan Israel Cohen Jingdong Chen Yue Zhao AI4TS 336 11 0 10 Jul 2024
LETS-C: Leveraging Text Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 232 0 0 09 Jul 2024
ESQA: Event Sequences Question Answering Irina Abdullaeva Andrei Filatov Mikhail Orlov Ivan Karpukhin Viacheslav Vasilev Denis Dimitrov Andrey Kuznetsov Ivan A Kireev Ivan A Kireev 167 1 0 03 Jul 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 225 154 0 22 Jun 2024
LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting Yu-Neng Chuang Songchen Li Jiayi Yuan Guanchu Wang Kwei-Herng Lai ... Sirui Ding Qiaoyu Tan Daochen Zha Daochen Zha Xia Hu AI4TS 171 1 0 20 Jun 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 261 111 0 15 Jun 2024
LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices Ruibing Jin Qing Xu Ruibing Jin Yuecong Xu Dan Li Xiaoli Li Zhenghua Chen 130 4 0 13 Jun 2024
GraphFM: A Comprehensive Benchmark for Graph Foundation Model Yuhao Xu Xinqi Liu Keyu Duan Yi Fang Yu-Neng Chuang Daochen Zha Qiaoyu Tan AI4CE 154 2 0 12 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md Atik Ahamed Qiang Cheng Mamba 240 12 0 06 Jun 2024
PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection Ronghui Xu Hao Miao Senzhang Wang Philip S. Yu Jianxin Wang AI4TS 215 25 0 04 Jun 2024
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment Chenxi Liu Qianxiong Xu Hao Miao Sun Yang Lingzheng Zhang Cheng Long Ziyue Li Rui Zhao AI4TS 163 2 0 03 Jun 2024
Large Language Models are Zero-Shot Next Location Predictors Ciro Beneduce Bruno Lepri Massimiliano Luca 380 20 0 31 May 2024
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging Leon Götz Marcel Kollovieh Stephan Günnemann Leo Schwinn 310 3 0 28 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 218 16 0 26 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Yuxuan Liang AI4TS 280 13 0 25 May 2024
From Orthogonality to Dependency: Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals Ruichu Cai Zhifan Jiang Zijian Li Weilin Chen Xuexin Chen Zhifeng Hao Yifan Shen Guan-Hong Chen Kun Zhang 275 3 0 25 May 2024
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection Jun Liu Chaoyun Zhang Jiaxu Qian Ming-Jie Ma Si Qin Chetan Bansal Qingwei Lin Saravan Rajmohan Dongmei Zhang AI4TS 164 29 0 24 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 268 4 0 24 May 2024
FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling Zhengnan Li Yunxiao Qin Xilong Cheng Yuting Tan AI4TS 164 6 0 24 May 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 291 20 0 24 May 2024
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders Qichao Shentu Beibu Li Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS 385 17 0 24 May 2024
In-context Time Series Predictor Jiecheng Lu Yan Sun Shihao Yang AI4TS 144 7 0 23 May 2024
ShapeFormer: Shapelet Transformer for Multivariate Time Series ClassificationKnowledge Discovery and Data Mining (KDD), 2024 Xuan-May Le Ling Luo Uwe Aickelin Minh-Tuan Tran 147 24 0 23 May 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series ForecastingNeural Information Processing Systems (NeurIPS), 2024 Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Yuxuan Liang AI4TS AI4CE 245 19 0 23 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Preslav Nakov Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 185 4 0 22 May 2024
PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models Zeyu Zhou Yan Lin Haomin Wen Shengnan Guo Jilin Hu Youfang Lin Huaiyu Wan 139 0 0 21 May 2024
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Zhijie Zhong Zhiwen Yu Xing Xi Yue Xu Jiahui Chen Yiyuan Yang Kaixiang Yang Jane You AI4TS 219 13 0 18 May 2024
Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and OpportunitiesIEEE Communications Surveys and Tutorials (COMST), 2024 Hao Zhou Chengming Hu Ye Yuan Yufei Cui Yili Jin ... Di Wu Xue Liu Charlie Zhang Xianbin Wang Jiangchuan Liu 232 164 0 17 May 2024
LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting Stijn Verdenius Andrea Zerio Roy L.M. Wang BDL AI4TS AI4CE 251 4 0 16 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin Siu-Ming Yiu Qi Tian Christian S. Jensen AI4TS 189 14 0 15 May 2024
DoLLM: How Large Language Models Understanding Network Flow Data to Detect Carpet Bombing DDoS Qingyang Li Yihang Zhang Zhidong Jia Yannan Hu Lei Zhang Jianrong Zhang Yongming Xu Yong Cui Xinggong Zhang Xinggong Zhang AI4CE 185 14 0 13 May 2024
Enhancing Traffic Prediction with Textual Data Using Large Language Models Xiannan Huang 221 4 0 10 May 2024
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting MaskKnowledge Discovery and Data Mining (KDD), 2024 Zineb Senane Lele Cao V. Buchner Yusuke Tashiro Lei You P. Herman Mats Nordahl Ruibo Tu Vilhelm von Ehrenheim DiffM AI4TS 237 23 0 09 May 2024
Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?International Conference on Machine Learning (ICML), 2024 M. Sarfraz Mei-Yen Chen Lukas Layer Kunyu Peng Marios Koulakis 282 8 0 04 May 2024
Time Machine GPT Felix Drinkall Eghbal Rahimikia J. Pierrehumbert Stefan Zohren AI4TS AI4CE KELM SyDa 271 7 0 29 Apr 2024
Evaluating Large Language Models on Time Series Feature Understanding: A Comprehensive Taxonomy and Benchmark Elizabeth Fons Rachneet Kaur Soham Palande Zhen Zeng Svitlana Vyetrenko T. Balch AI4TS 207 27 0 25 Apr 2024
Review of Data-centric Time Series Analysis from Sample, Feature, and Period Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 197 2 0 24 Apr 2024
Language Models Still Struggle to Zero-shot Reason about Time Series Mike A. Merrill Mingtian Tan Vinayak Gupta Tom Hartvigsen Tim Althoff AI4TS LRM 232 66 0 17 Apr 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Xiaojun Jia Mahsa Salehi 452 10 0 17 Apr 2024
Deep Learning and LLM-based Methods Applied to Stellar Lightcurve Classification Yu-Yang Li Yu Bai Cunshi Wang Mengwei Qu Ziteng Lu Roberto Soria Jifeng Liu 140 2 0 16 Apr 2024
TSLANet: Rethinking Transformers for Time Series Representation Learning Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Ruibing Jin Xiaoli Li AI4TS AIFin 296 109 0 12 Apr 2024
ST-LoRA: Low-rank Adaptation for Spatio-Temporal Forecasting Weilin Ruan Wei Chen Xilin Dang Jianxiang Zhou Weichuang Li Xu Liu Yuxuan Liang AI4TS 177 5 0 11 Apr 2024
CoRAST: Towards Foundation Model-Powered Correlated Data Analysis in Resource-Constrained CPS and IoT Yi Hu Jinhang Zuo Alanis Zhao Bob Iannucci Carlee Joe-Wong 175 1 0 27 Mar 2024