A decoder-only foundation model for time-series forecasting

14 October 2023

Papers citing "A decoder-only foundation model for time-series forecasting"

50 / 118 papers shown

Title
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 23 0 0 07 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 35 1 0 02 May 2025
How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades Rahuul Rangaraj Jimeng Shi Azam Shirali Rajendra Paudel Yanzhao Wu Giri Narasimhan 32 0 0 02 May 2025
Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations Yu-Hsiang Lan Anton Alyakin AI4TS 21 0 0 01 May 2025
FT-MoE: Sustainable-learning Mixture of Experts Model for Fault-Tolerant Computing with Multiple Tasks Wenjing Xiao Wenhao Song Miaojiang Chen Ruikun Luo Min Chen MoE 54 0 0 29 Apr 2025
Pretraining Large Brain Language Model for Active BCI: Silent Speech Jinzhao Zhou Zehong Cao Yiqun Duan Connor Barkley Daniel Leong ... Ziyi Zhao T. Do Yu-Cheng Chang Sheng-Fu Liang Chin-Teng Lin 32 0 0 29 Apr 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 62 0 0 26 Apr 2025
M $^2$ AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding Sarah Alnegheimish Zelin He Matthew Reimherr Akash Chandrayan Abhinav Pradhan Luca DÁngelo 27 0 0 21 Apr 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 37 0 0 20 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 22 0 0 19 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization Peiliang Gong Emadeldeen Eldele Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS AI4CE 41 0 0 15 Apr 2025
A Prefixed Patch Time Series Transformer for Two-Point Boundary Value Problems in Three-Body Problems Akira Hatakeyama Shota Ito Toshihiko Yanase Naoya Ozaki 36 0 0 02 Apr 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 43 0 0 31 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 70 0 0 21 Mar 2025
Slim attention: cut your context memory in half without loss of accuracy -- K-cache is all you need for MHA Nils Graef Andrew Wasielewski 24 1 0 07 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 46 0 0 06 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang J. Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song VLM AI4TS 52 1 0 06 Mar 2025
SeqFusion: Sequential Fusion of Pre-Trained Models for Zero-Shot Time-Series Forecasting Ting Huang Xu-Yang Chen Han-Jia Ye AI4TS 43 1 0 04 Mar 2025
Are foundation models useful feature extractors for electroencephalography analysis? Özgün Turgut Felix S. Bott Markus Ploner Daniel Rueckert 38 0 0 28 Feb 2025
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding Haoran Zhang Yong Liu Yunzhong Qiu Haixuan Liu Zhongyi Pei Jianmin Wang Mingsheng Long AI4TS 35 0 0 28 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang X. Zhang J. Liu AI4TS 63 0 0 24 Feb 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 47 1 0 24 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 36 0 0 18 Feb 2025
Performance of Zero-Shot Time Series Foundation Models on Cloud Data William Toner Thomas L. Lee Artjom Joosen Rajkarn Singh Martin Asenov AI4TS 42 0 0 18 Feb 2025
Masking the Gaps: An Imputation-Free Approach to Time Series Modeling with Missing Data Abhilash Neog Arka Daw Sepideh Fatemi Khorasgani Anuj Karpatne AI4TS 26 0 0 18 Feb 2025
Zero-shot Model-based Reinforcement Learning using Large Language Models Abdelhakim Benechehab Youssef Attia El Hili Ambroise Odonnat Oussama Zekri Albert Thomas Giuseppe Paolo Maurizio Filippone I. Redko Balázs Kégl OffRL 57 1 0 17 Feb 2025
Exploring Representations and Interventions in Time Series Foundation Models Michał Wiliński Mononito Goswami Nina Żukowska Willa Potosnak Artur Dubrawski AI4TS 57 2 0 17 Feb 2025
Harnessing Vision Models for Time Series Analysis: A Survey Jingchao Ni Ziming Zhao ChengAo Shen Hanghang Tong Dongjin Song Wei Cheng Dongsheng Luo Haifeng Chen AI4TS 77 1 0 13 Feb 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 46 0 0 09 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 39 0 0 04 Feb 2025
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback Yongzhi Qi Hao Hu Dazhou Lei Jianshen Zhang Zhengxin Shi Yulin Huang Zhengyu Chen Xiaoming Lin Zuo-jun Shen AI4TS AI4CE 39 1 0 28 Jan 2025
Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis Luwei Zeng Runze Yan AI4TS 36 0 0 13 Jan 2025
Evaluating Time Series Foundation Models on Noisy Periodic Time Series Syamantak Datta Gupta AI4TS 29 0 0 01 Jan 2025
LINKs: Large Language Model Integrated Management for 6G Empowered Digital Twin NetworKs Shufan Jiang Bangyan Lin Yue Wu Yuan Gao 32 2 0 31 Dec 2024
Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Mingyu Jin Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Mengnan Du AI4TS 96 26 0 31 Dec 2024
Time-Series Foundation Model for Value-at-Risk Forecasting Anubha Goel P. Pasricha Juho Kanniainen AI4TS 41 0 0 31 Dec 2024
Financial Fine-tuning a Large Time Series Model Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 75 0 0 13 Dec 2024
Deep Learning Modeling Method for RF Devices Based on Uniform Noise Training Set Zhaokun Hu Yindong Xiao Houjun Wang Jiayong Yu Zihang Gao 64 0 0 05 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 69 0 0 04 Dec 2024
Towards Foundation Models for Critical Care Time Series Manuel Burger Fedor Sergeev Malte Londschien Daphné Chopard Hugo Yèche ... Zeynep Babür Jasmina Bogojeska M. Faltys Rita Kuznetsova Gunnar Rätsch AI4TS LM&MA 65 0 0 25 Nov 2024
Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series Mingzhu Liu Angela H. Chen George H. Chen AI4TS 67 0 0 19 Nov 2024
Beyond Human-Like Processing: Large Language Models Perform Equivalently on Forward and Backward Scientific Text Xiaoliang Luo Michael Ramscar Bradley C. Love 34 1 0 17 Nov 2024
General Geospatial Inference with a Population Dynamics Foundation Model Mohit Agarwal Mimi Sun C. Kamath Arbaaz Muslim Prithul Sarker ... Niv Efron Yossi Matias Greg C. Corrado Krish Eswaran Shruthi Prabhakara AI4CE 36 2 0 11 Nov 2024
Energy Price Modelling: A Comparative Evaluation of four Generations of Forecasting Methods Alexandru-Victor Andrei Georg Velev Filip-Mihai Toma Daniel Traian Pele Stefan Lessmann AI4TS 42 1 0 05 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 39 1 0 05 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 6 0 05 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 24 1 0 03 Nov 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 26 0 0 30 Oct 2024
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Nate Gillman Daksh Aggarwal Michael Freeman Saurabh Singh Chen Sun AI4TS 41 3 0 29 Oct 2024
Trajectory Flow Matching with Applications to Clinical Time Series Modeling Xi Zhang Yuan Pu Yuki Kawamura Andrew Loza Yoshua Bengio Dennis L. Shung Alexander Tong OOD AI4TS MedIm 23 2 0 28 Oct 2024