A decoder-only foundation model for time-series forecasting

14 October 2023

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

50 / 132 papers shown

Title
Financial Fine-tuning a Large Time Series Model Xinghong Fu Masanori Hirano Kentaro Imajo AI4TS AIFin 93 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 74 0 0 05 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 82 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 78 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 74 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 51 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 49 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 55 2 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 54 7 0 05 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang Jinfeng Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 45 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 36 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 49 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 43 3 0 28 Oct 2024
TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting Yuhua Liao Zetian Wang Peng Wei Qiangqiang Nie Zhenhua Zhang AI4TS 23 0 0 24 Oct 2024
Data Augmentation of Multivariate Sensor Time Series using Autoregressive Models and Application to Failure Prognostics Douglas Baptista de Souza Bruno Paes Leao 16 0 0 21 Oct 2024
TimeSeriesExam: A time series understanding exam Yifu Cai Arjun Choudhry Mononito Goswami Artur Dubrawski ELM AI4TS 40 10 0 18 Oct 2024
An Evolved Universal Transformer Memory Edoardo Cetin Qi Sun Tianyu Zhao Yujin Tang 227 0 0 17 Oct 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Keli Zhang Ming Jin Shirui Pan AI4TS AI4CE 53 8 0 16 Oct 2024
A Phenomenological AI Foundation Model for Physical Signals Jaime Lien Laura I. Galindez Olascoaga Hasan Dogan N. Gillian Brandon Barbello L. Giusti I. Poupyrev AI4CE 40 1 0 15 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 65 8 0 15 Oct 2024
A Simple Baseline for Predicting Events with Auto-Regressive Tabular Transformers Alex Stein Samuel Sharpe Doron Bergman Senthil Kumar C. Bayan Bruss John P. Dickerson Tom Goldstein Micah Goldblum LMTD AI4TS 55 1 0 14 Oct 2024
Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts Xu Liu Juncheng Liu Gerald Woo Taha Aksu Keli Zhang Roger Zimmermann Chenghao Liu Silvio Savarese Caiming Xiong Doyen Sahoo AI4TS 38 15 0 14 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 48 1 0 10 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 53 1 0 09 Oct 2024
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 44 4 0 07 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 34 7 0 07 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
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 38 0 0 03 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
ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities Ezra Karger Houtan Bastani Chen Yueh-Han Zachary Jacobs Danny Halawi Fred Zhang P. Tetlock 62 7 0 30 Sep 2024
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 48 32 0 24 Sep 2024
Towards Long-Context Time Series Foundation Models Nina Żukowska Mononito Goswami Michał Wiliński Willa Potosnak Artur Dubrawski AI4TS 29 2 0 20 Sep 2024
Fine-Tuning a Time Series Foundation Model with Wasserstein Loss Andrei Chernov AI4TS 21 0 0 18 Sep 2024
Implicit Reasoning in Deep Time Series Forecasting Willa Potosnak Cristian Challu Mononito Goswami Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 40 2 0 17 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 35 1 0 10 Sep 2024
ReAugment: Model Zoo-Guided RL for Few-Shot Time Series Augmentation and Forecasting Haochen Yuan Yutong Wang Yihong Chen Yunbo Wang Xiaokang Yang AI4TS 42 0 0 10 Sep 2024
Large Investment Model Jian Guo H. Shum AIFin 40 0 0 12 Aug 2024
Interpretable Pre-Trained Transformers for Heart Time-Series Data H. Davies James Monsen Danilo P. Mandic AI4TS MedIm 22 4 0 30 Jul 2024
Toto: Time Series Optimized Transformer for Observability Ben Cohen Emaad Khwaja Kan Wang Charles Masson Elise Ramé Youssef Doubli Othmane Abou-Amal AI4TS 43 3 0 10 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
Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing Egon Persak Miguel F. Anjos Sebastian Lautz Aleksandar Kolev AI4TS 46 0 0 03 Jul 2024
Macroeconomic Forecasting with Large Language Models Andrea Carriero Davide Pettenuzzo Shubhranshu Shekhar 54 4 0 01 Jul 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 49 46 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
Large Scale Transfer Learning for Tabular Data via Language Modeling Josh Gardner Juan C. Perdomo Ludwig Schmidt LMTD 36 14 0 17 Jun 2024
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Difan Deng Marius Lindauer AI4TS 53 0 0 07 Jun 2024
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting Juncheng Liu Chenghao Liu Gerald Woo Yiwei Wang Bryan Hooi Caiming Xiong Doyen Sahoo AI4TS 50 5 0 07 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 50 2 0 04 Jun 2024