Title
Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Sathya Kamesh Bhethanabhotla Omar Swelam Julien N. Siems David Salinas Frank Hutter Mamba AI4TS AI4CE 43 5 0 12 Oct 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 35 1 0 10 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 51 1 0 09 Oct 2024
Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization Chengtao Jian Kai Yang Yang Jiao AI4TS 37 3 0 09 Oct 2024
Density estimation with LLMs: a geometric investigation of in-context learning trajectories Toni J. B. Liu Nicolas Boullé Raphael Sarfati Christopher Earls 28 0 0 07 Oct 2024
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 41 2 0 05 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 0 0 04 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 31 1 0 03 Oct 2024
TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models Zefang Liu Yinzhu Quan 32 0 0 02 Oct 2024
Long-range gene expression prediction with token alignment of large language model Edouardo Honig Huixin Zhan Ying Nian Wu Zijun Zhang 13 0 0 02 Oct 2024
ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities Ezra Karger Houtan Bastani Chen Yueh-Han Zachary Jacobs Danny Halawi Fred Zhang P. Tetlock 43 7 0 30 Sep 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 35 16 0 27 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 37 4 0 24 Sep 2024
Towards Long-Context Time Series Foundation Models Nina Żukowska Mononito Goswami Michał Wiliński Willa Potosnak Artur Dubrawski AI4TS 26 2 0 20 Sep 2024
Towards Time Series Reasoning with LLMs Winnie Chow Lauren Gardiner Haraldur T. Hallgrímsson Maxwell A. Xu Shirley You Ren AI4TS LRM 31 7 0 17 Sep 2024
DrLLM: Prompt-Enhanced Distributed Denial-of-Service Resistance Method with Large Language Models Zhenyu Yin Shang Liu Guangyuan Xu 40 0 0 11 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 33 1 0 10 Sep 2024
Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo Haochen Yuan Xuelin Li Yunbo Wang Yunbo Wang AI4TS 34 0 0 10 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 44 9 0 06 Sep 2024
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding Yukun Cao Shuo Han Zengyi Gao Zezhong Ding Xike Xie S. Kevin Zhou 40 7 0 05 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 36 1 0 02 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 40 3 0 30 Aug 2024
Variational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting Hafizh Raihan Kurnia Putra Novanto Yudistira Tirana Noor Fatyanosa AI4TS 31 0 0 28 Aug 2024
Exploring Large Language Models for Feature Selection: A Data-centric Perspective Dawei Li Zhen Tan Huan Liu LM&MA 39 8 0 21 Aug 2024
Beam Prediction based on Large Language Models Yucheng Sheng Kai Huang Le Liang Peng Liu Shi Jin Geoffrey Ye Li 24 7 0 16 Aug 2024
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis Nimeesha Chan Felix Parker William Bennett Tianyi Wu Mung Yao Jia James Fackler Kimia Ghobadi AI4TS 34 3 0 14 Aug 2024
Unleash The Power of Pre-Trained Language Models for Irregularly Sampled Time Series Weijia Zhang Chenlong Yin Hao Liu Hui Xiong AI4TS 66 3 0 12 Aug 2024
Sampling Foundational Transformer: A Theoretical Perspective Viet Anh Nguyen Minh Lenhat Khoa Nguyen Duong Duc Hieu Dao Huu Hung Truong-Son Hy 46 0 0 11 Aug 2024
SAMSA: Efficient Transformer for Many Data Modalities Minh Lenhat Viet Anh Nguyen Khoa Nguyen Duong Duc Hieu Dao Huu Hung Truong-Son Hy 49 0 0 10 Aug 2024
An Evaluation of Standard Statistical Models and LLMs on Time Series Forecasting Rui Cao Qiao Wang 34 1 0 09 Aug 2024
PowerPM: Foundation Model for Power Systems Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 45 5 0 07 Aug 2024
Text-Augmented Multimodal LLMs for Chemical Reaction Condition Recommendation Yu Zhang Ruijie Yu Kaipeng Zeng Ding Li Feng Zhu Xiaokang Yang Yaohui Jin Yanyan Xu 43 2 0 21 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 40 0 0 12 Jul 2024
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 60 5 0 11 Jul 2024
ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting Luoxiao Yang Yun Wang Xinqi Fan Israel Cohen Jingdong Chen Yue Zhao Zijun Zhang AI4TS 46 5 0 10 Jul 2024
LETS-C: Leveraging Language Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 41 0 0 09 Jul 2024
Macroeconomic Forecasting with Large Language Models Andrea Carriero Davide Pettenuzzo Shubhranshu Shekhar 54 4 0 01 Jul 2024
Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals Zengding Liu Chen Chen Jiannong Cao Minglei Pan Jikui Liu Nan Li F. Miao Ye Li 47 2 0 26 Jun 2024
LABOR-LLM: Language-Based Occupational Representations with Large Language Models Tianyu Du Ayush Kanodia Herman Brunborg Keyon Vafa Susan Athey 37 3 0 25 Jun 2024
Towards Open Respiratory Acoustic Foundation Models: Pretraining and Benchmarking Yuwei Zhang Tong Xia Jing Han Yu Wu Georgios Rizos Yang Liu Mohammed Mosuily Jagmohan Chauhan Cecilia Mascolo AI4CE 41 6 0 23 Jun 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 46 45 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 32 1 0 20 Jun 2024
Large Language Model as a Universal Clinical Multi-task Decoder Yujiang Wu Hongjian Song Jiawen Zhang Xumeng Wen Shun Zheng Jiang Bian 41 1 0 18 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 45 42 0 15 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 38 1 0 13 Jun 2024
Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis Haoxin Liu Shangqing Xu Zhiyuan Zhao Lingkai Kong Harshavardhan Kamarthi ... Megha Sharma Jiaming Cui Qingsong Wen Chao Zhang B. Aditya Prakash AI4TS 48 5 0 12 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 35 1 0 12 Jun 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 70 0 0 11 Jun 2024
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 24 55 0 04 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 43 2 0 04 Jun 2024