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Large Models for Time Series and Spatio-Temporal Data: A Survey and
  Outlook

Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook

16 October 2023
Ming Jin
Qingsong Wen
Yuxuan Liang
Chaoli Zhang
Siqiao Xue
Xue Wang
James Y. Zhang
Yi Wang
Haifeng Chen
Xiaoli Li
Shirui Pan
Vincent S. Tseng
Yu Zheng
Lei Chen
Hui Xiong
    AI4TS
    SyDa
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Papers citing "Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook"

50 / 115 papers shown
Title
Using LLMs for Analyzing AIS Data
Using LLMs for Analyzing AIS Data
Gaspard Mertends
Gilles Dejaegere
Mahmoud Sakr
107
0
0
10 Apr 2025
Urban Computing in the Era of Large Language Models
Urban Computing in the Era of Large Language Models
Zhonghang Li
Lianghao Xia
Xubin Ren
J. Tang
Tianyi Chen
Yong-mei Xu
Chenyu Huang
171
0
0
02 Apr 2025
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration
Alicia Russell-Gilbert
Sudip Mittal
Shahram Rahimi
Maria Seale
Joseph E. Jabour
Thomas Arnold
Joshua Church
71
1
0
04 Mar 2025
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction
Yuan Yuan
Jingtao Ding
Chonghua Han
Depeng Jin
Yong Li
Yong Li
AI4TS
AI4CE
131
2
0
20 Nov 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Xiaoming Shi
Shiyu Wang
Yuqi Nie
Dianqi Li
Zhou Ye
Qingsong Wen
Ming Jin
AI4TS
93
44
0
24 Sep 2024
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach
Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach
Tong Nie
Junlin He
Yuewen Mei
Guoyang Qin
Guilong Li
Jian Sun
Wei Ma
79
4
0
30 Aug 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series
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
93
0
0
17 Apr 2024
Deep Learning for Multivariate Time Series Imputation: A Survey
Deep Learning for Multivariate Time Series Imputation: A Survey
Jun Wang
Wenjie Du
Yiyuan Yang
Linglong Qian
Wei Cao
Yuxuan Liang
Wenjia Wang
Yuxuan Liang
Qingsong Wen
AI4TS
SyDa
BDL
81
42
0
06 Feb 2024
Clairvoyance: A Pipeline Toolkit for Medical Time Series
Clairvoyance: A Pipeline Toolkit for Medical Time Series
Daniel Jarrett
Jinsung Yoon
Ioana Bica
Zhaozhi Qian
A. Ercole
M. Schaar
AI4TS
48
36
0
28 Oct 2023
Where Would I Go Next? Large Language Models as Human Mobility
  Predictors
Where Would I Go Next? Large Language Models as Human Mobility Predictors
Xinglei Wang
Meng Fang
Zichao Zeng
Tao Cheng
44
57
0
29 Aug 2023
Sparks of Large Audio Models: A Survey and Outlook
Sparks of Large Audio Models: A Survey and Outlook
S. Latif
Moazzam Shoukat
Fahad Shamshad
Muhammad Usama
Yi Ren
...
Wenwu Wang
Xulong Zhang
Roberto Togneri
Min Zhang
Björn W. Schuller
LM&MA
AuLLM
78
39
0
24 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Maciej Besta
Nils Blach
Aleš Kubíček
Robert Gerstenberger
Michal Podstawski
...
Joanna Gajda
Tomasz Lehmann
H. Niewiadomski
Piotr Nyczyk
Torsten Hoefler
LRM
AI4CE
LM&Ro
105
665
0
18 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Foundational Models Defining a New Era in Vision: A Survey and Outlook
Muhammad Awais
Muzammal Naseer
Salman Khan
Rao Muhammad Anwer
Hisham Cholakkal
M. Shah
Ming-Hsuan Yang
Fahad Shahbaz Khan
VLM
110
124
0
25 Jul 2023
Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of
  General-Purpose Large Language Models
Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Models
Boyu Zhang
Hongyang Yang
Xiao-Yang Liu
40
66
0
22 Jun 2023
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting
Xinli Yu
Zheng Chen
Yuan Ling
Shujing Dong
Zongying Liu
Yanbin Lu
AIFin
AI4TS
157
74
0
19 Jun 2023
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series
  Forecasting
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
Vijayabharathi Ekambaram
Arindam Jati
Nam H. Nguyen
Phanwadee Sinthong
Jayant Kalagnanam
AI4TS
97
151
0
14 Jun 2023
Valley: Video Assistant with Large Language model Enhanced abilitY
Valley: Video Assistant with Large Language model Enhanced abilitY
Ruipu Luo
Ziwang Zhao
Min Yang
Junwei Dong
Da Li
Pengcheng Lu
Tao Wang
Linmei Hu
Ming-Hui Qiu
MLLM
98
203
0
12 Jun 2023
Youku-mPLUG: A 10 Million Large-scale Chinese Video-Language Dataset for
  Pre-training and Benchmarks
Youku-mPLUG: A 10 Million Large-scale Chinese Video-Language Dataset for Pre-training and Benchmarks
Haiyang Xu
Qinghao Ye
Xuan-Wei Wu
Mingshi Yan
Yuan Miao
...
Qingfang Qian
Maofei Que
Ji Zhang
Xiaoyan Zeng
Feiyan Huang
VLM
MLLM
79
24
0
07 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent
  Advances and Emerging Opportunities
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities
Maryam Shaygan
Collin Meese
Wanxin Li
Xiaoliang (George) Zhao
Mark M. Nejad
55
116
0
31 May 2023
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and
  Dataset
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
Sihan Chen
Handong Li
Qunbo Wang
Zijia Zhao
Ming-Ting Sun
Xinxin Zhu
Qingbin Liu
129
105
0
29 May 2023
Building Transportation Foundation Model via Generative Graph
  Transformer
Building Transportation Foundation Model via Generative Graph Transformer
Xuhong Wang
Ding Wang
Liang Chen
Yilun Lin
AI4CE
40
23
0
24 May 2023
Federated Prompt Learning for Weather Foundation Models on Devices
Federated Prompt Learning for Weather Foundation Models on Devices
Shen Chen
Guodong Long
Tao Shen
Jing Jiang
Tianyi Zhou
FedML
62
11
0
23 May 2023
VideoLLM: Modeling Video Sequence with Large Language Models
VideoLLM: Modeling Video Sequence with Large Language Models
Guo Chen
Yin-Dong Zheng
Jiahao Wang
Jilan Xu
Yifei Huang
...
Yi Wang
Yali Wang
Yu Qiao
Tong Lu
Limin Wang
MLLM
118
83
0
22 May 2023
W-MAE: Pre-trained weather model with masked autoencoder for
  multi-variable weather forecasting
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting
Xin Man
Chenghong Zhang
Jin Feng
Changyu Li
Jie Shao
AI4Cl
79
25
0
18 Apr 2023
On the Opportunities and Challenges of Foundation Models for Geospatial
  Artificial Intelligence
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence
Gengchen Mai
Weiming Huang
Jin Sun
Suhang Song
Deepak Mishra
...
Yingjie Hu
Chris Cundy
Ziyuan Li
Rui Zhu
Ni Lao
AI4CE
68
130
0
13 Apr 2023
Language Models are Causal Knowledge Extractors for Zero-shot Video
  Question Answering
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering
Hung-Ting Su
Yulei Niu
Xudong Lin
Winston H. Hsu
Shih-Fu Chang
VGen
ELM
77
6
0
07 Apr 2023
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond
  10 Days Lead
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead
Kan Chen
Tao Han
Junchao Gong
Lei Bai
Fenghua Ling
...
Rui Su
Yuanzheng Ci
Bin Li
Xiaokang Yang
Wanli Ouyang
AI4Cl
AI4CE
174
182
0
06 Apr 2023
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks
Weicheng Kuo
A. Piergiovanni
Dahun Kim
Xiyang Luo
Benjamin Caine
...
Luowei Zhou
Andrew M. Dai
Zhifeng Chen
Claire Cui
A. Angelova
MLLM
VLM
69
24
0
29 Mar 2023
Unmasked Teacher: Towards Training-Efficient Video Foundation Models
Unmasked Teacher: Towards Training-Efficient Video Foundation Models
Kunchang Li
Yali Wang
Yizhuo Li
Yi Wang
Yinan He
Limin Wang
Yu Qiao
VGen
93
166
0
28 Mar 2023
Frozen Language Model Helps ECG Zero-Shot Learning
Frozen Language Model Helps ECG Zero-Shot Learning
Jun Yu Li
Che Liu
Sibo Cheng
Rossella Arcucci
linda Qiao
52
62
0
22 Mar 2023
AHPA: Adaptive Horizontal Pod Autoscaling Systems on Alibaba Cloud
  Container Service for Kubernetes
AHPA: Adaptive Horizontal Pod Autoscaling Systems on Alibaba Cloud Container Service for Kubernetes
Zhiqiang Zhou
Chaoli Zhang
Lingna Ma
Jing Gu
Huajie Qian
Qingsong Wen
Liang Sun
Pengxi Li
Zhimin Tang
38
17
0
07 Mar 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling
Jiaxiang Dong
Haixu Wu
Haoran Zhang
Li Zhang
Jianmin Wang
Mingsheng Long
AI4TS
91
92
0
02 Feb 2023
Prompt Federated Learning for Weather Forecasting: Toward Foundation
  Models on Meteorological Data
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data
Shen Chen
Guodong Long
Tao Shen
Jing Jiang
AI4TS
52
37
0
22 Jan 2023
VindLU: A Recipe for Effective Video-and-Language Pretraining
VindLU: A Recipe for Effective Video-and-Language Pretraining
Feng Cheng
Xizi Wang
Jie Lei
David J. Crandall
Joey Tianyi Zhou
Gedas Bertasius
VLM
69
79
0
09 Dec 2022
Symphony in the Latent Space: Provably Integrating High-dimensional
  Techniques with Non-linear Machine Learning Models
Symphony in the Latent Space: Provably Integrating High-dimensional Techniques with Non-linear Machine Learning Models
Qiong Wu
Jian Li
Zhenming Liu
Jun Luo
Ning Zhang
54
4
0
01 Dec 2022
SMAUG: Sparse Masked Autoencoder for Efficient Video-Language
  Pre-training
SMAUG: Sparse Masked Autoencoder for Efficient Video-Language Pre-training
Yuanze Lin
Chen Wei
Huiyu Wang
Alan Yuille
Cihang Xie
3DGS
53
15
0
21 Nov 2022
A Graph Regularized Point Process Model For Event Propagation Sequence
A Graph Regularized Point Process Model For Event Propagation Sequence
Siqiao Xue
Xiaoming Shi
Hongyan Hao
Lintao Ma
Shiyu Wang
Shijun Wang
James Y. Zhang
AI4TS
47
11
0
21 Nov 2022
InternImage: Exploring Large-Scale Vision Foundation Models with
  Deformable Convolutions
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
Wenhai Wang
Jifeng Dai
Zhe Chen
Zhenhang Huang
Zhiqi Li
...
Tong Lu
Lewei Lu
Hongsheng Li
Xiaogang Wang
Yu Qiao
VLM
104
680
0
10 Nov 2022
Make-A-Video: Text-to-Video Generation without Text-Video Data
Make-A-Video: Text-to-Video Generation without Text-Video Data
Uriel Singer
Adam Polyak
Thomas Hayes
Xiaoyue Yin
Jie An
...
Oron Ashual
Oran Gafni
Devi Parikh
Sonal Gupta
Yaniv Taigman
DiffM
VGen
74
1,406
0
29 Sep 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series
  Forecasting
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting
Hao Xue
Flora D.Salim
AI4TS
84
157
0
20 Sep 2022
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks
Junke Wang
Dongdong Chen
Zuxuan Wu
Chong Luo
Luowei Zhou
Yucheng Zhao
Yujia Xie
Ce Liu
Yu-Gang Jiang
Lu Yuan
MLLM
VLM
73
152
0
15 Sep 2022
Listen2YourHeart: A Self-Supervised Approach for Detecting Murmur in
  Heart-Beat Sounds
Listen2YourHeart: A Self-Supervised Approach for Detecting Murmur in Heart-Beat Sounds
Aristotelis Ballas
Vasileios Papapanagiotou
A. Delopoulos
Christos Diou
39
14
0
31 Aug 2022
Affinity-Aware Resource Provisioning for Long-Running Applications in
  Shared Clusters
Affinity-Aware Resource Provisioning for Long-Running Applications in Shared Clusters
Clément Mommessin
Renyu Yang
N. V. Shakhlevich
Xiaoyang Sun
Shylendra Kumar
Junqing Xiao
Jie Xu
30
11
0
26 Aug 2022
Earthformer: Exploring Space-Time Transformers for Earth System
  Forecasting
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting
Zhihan Gao
Xingjian Shi
Hao Wang
Yi Zhu
Yuyang Wang
Mu Li
Dit-Yan Yeung
AI4TS
76
156
0
12 Jul 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation
Jiahui Yu
Yuanzhong Xu
Jing Yu Koh
Thang Luong
Gunjan Baid
...
Zarana Parekh
Xin Li
Han Zhang
Jason Baldridge
Yonghui Wu
EGVM
178
1,114
0
22 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for
  Multivariate Time Series Forecasting
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting
Zezhi Shao
Zhao Zhang
Fei Wang
Yongjun Xu
AI4TS
89
222
0
18 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via
  Time-Frequency Consistency
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency
Xiang Zhang
Ziyuan Zhao
Theodoros Tsiligkaridis
Marinka Zitnik
AI4TS
90
285
0
17 Jun 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language
  Models
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models
Antoine Yang
Antoine Miech
Josef Sivic
Ivan Laptev
Cordelia Schmid
127
237
0
16 Jun 2022
Emergent Abilities of Large Language Models
Emergent Abilities of Large Language Models
Jason W. Wei
Yi Tay
Rishi Bommasani
Colin Raffel
Barret Zoph
...
Tatsunori Hashimoto
Oriol Vinyals
Percy Liang
J. Dean
W. Fedus
ELM
ReLM
LRM
265
2,468
0
15 Jun 2022
Astock: A New Dataset and Automated Stock Trading based on
  Stock-specific News Analyzing Model
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model
Jinan Zou
Hai Cao
Lingqiao Liu
Yuhao Lin
Ehsan Abbasnejad
Javen Qinfeng Shi
AIFin
36
17
0
14 Jun 2022
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