Title
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 19 0 0 23 Apr 2025
Using LLMs for Analyzing AIS Data Gaspard Mertends Gilles Dejaegere Mahmoud Sakr 36 0 0 10 Apr 2025
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Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 70 0 0 02 Apr 2025
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Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey Xiaoou Liu Tiejin Chen Longchao Da Chacha Chen Zhen Lin Hua Wei HILM 59 3 0 20 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong S. Doyen Sahoo Junnan Li Chenghao Liu AI4TS 42 0 0 14 Mar 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 34 0 0 04 Mar 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement Yaxuan Kong Yiyuan Yang Yoontae Hwang Wenjie Du Stefan Zohren Zhangyang Wang Ming Jin Qingsong Wen AI4TS 56 2 0 26 Feb 2025
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents Geon Lee Wenchao Yu Kijung Shin Wei Cheng Haifeng Chen AI4TS LLMAG 49 3 0 17 Feb 2025
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data Luoting Zhuang Stephen H. Park Steven J. Skates Ashley E. Prosper Denise R. Aberle William Hsu 108 0 0 11 Feb 2025
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Y. Liu Qingsong Wen AI4TS LRM 66 2 0 03 Feb 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian-jun Sun Yu Yang Jiannong Cao AI4TS AI4CE 29 0 0 20 Jan 2025
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 77 1 0 20 Nov 2024
AAD-LLM: Adaptive Anomaly Detection Using Large Language Models Alicia Russell-Gilbert Alexander Sommers Andrew Thompson Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold Joshua Church 22 3 0 01 Nov 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 32 6 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 37 8 0 15 Oct 2024
SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 34 6 0 14 Oct 2024
Toward Physics-guided Time Series Embedding Jiaxi Hu Bowen Zhang Qingsong Wen Fugee Tsung Yuxuan Liang AI4TS AI4CE 24 3 0 09 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 14 0 0 04 Oct 2024
TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models Zefang Liu Yinzhu Quan 16 0 0 02 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 27 3 0 26 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 32 24 0 24 Sep 2024
An overview of domain-specific foundation model: key technologies, applications and challenges Haolong Chen Hanzhi Chen Zijian Zhao Kaifeng Han Guangxu Zhu Yichen Zhao Ying Du Wei Xu Qingjiang Shi ALM VLM 56 4 0 06 Sep 2024
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials Yizhen Zheng Huan Yee Koh M. Yang Li Li Lauren T. May Geoffrey I. Webb Shirui Pan George Church LM&MA 42 9 0 06 Sep 2024
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 24 3 0 30 Aug 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 36 4 0 23 Aug 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 19 0 0 29 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 20 6 0 15 Jul 2024
STBench: Assessing the Ability of Large Language Models in Spatio-Temporal Analysis Wenbin Li Di Yao Ruibo Zhao Wenjie Chen Zijie Xu Chengxue Luo Chang Gong Quanliang Jing Haining Tan Jingping Bi 20 1 0 27 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 30 40 0 15 Jun 2024
CLST: Cold-Start Mitigation in Knowledge Tracing by Aligning a Generative Language Model as a Students' Knowledge Tracer HeeSeok Jung Jaesang Yoo Yohaan Yoon Y. Jang AI4Ed 19 3 0 13 Jun 2024
LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices Ruibing Jin Qing Xu Min-man Wu Yuecong Xu Dan Li Xiaoli Li Zhenghua Chen 24 1 0 13 Jun 2024
A Survey of Transformer Enabled Time Series Synthesis Alexander Sommers Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold AI4TS 22 2 0 04 Jun 2024
CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jianrong Ding Zhanyu Liu Guanjie Zheng Haiming Jin Linghe Kong AI4TS DD 30 3 0 04 Jun 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Yuxuan Liang AI4TS 22 7 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 26 10 0 24 May 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Yuxuan Liang AI4TS AI4CE 24 6 0 23 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 36 3 0 17 May 2024
Explainable Interface for Human-Autonomy Teaming: A Survey Xiangqi Kong Yang Xing Antonios Tsourdos Ziyue Wang Weisi Guo Adolfo Perrusquía Andreas Wikander 22 3 0 04 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Jiexia Ye Weiqi Zhang Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 30 4 0 03 May 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 21 7 0 29 Apr 2024
Review of Data-centric Time Series Analysis from Sample, Feature, and Period Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 27 0 0 24 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 Mahsa Salehi 39 0 0 17 Apr 2024
Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models Siqiao Xue Danrui Qi Caigao Jiang Wenhui Shi Fangyin Cheng ... Fan Zhou Hong Yi Shaodong Liu Hongjun Yang Faqiang Chen LM&MA LLMAG 30 3 0 16 Apr 2024
Foundation Models for Education: Promises and Prospects Tianlong Xu Richard Tong Jing Liang Xing Fan Haoyang Li Qingsong Wen AI4CE 31 8 0 08 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 16 0 0 27 Mar 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Yuxuan Liang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 81 108 0 21 Mar 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Yuxuan Liang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 50 20 0 21 Mar 2024