Multi-Scale Finetuning for Encoder-based Time Series Foundation Models

Multi-Scale Finetuning for Encoder-based Time Series Foundation Models

17 June 2025

Zhongzheng Qiao

Savitha Ramasamy

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Papers citing "Multi-Scale Finetuning for Encoder-based Time Series Foundation Models"

9 / 9 papers shown

Title
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting Abdelhakim Benechehab Vasilii Feofanov Giuseppe Paolo Albert Thomas Maurizio Filippone Balázs Kégl AI4TS 112 1 0 17 Feb 2025
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li Xiaoming Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 103 18 0 21 Oct 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 105 54 0 24 Sep 2024
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 124 683 0 21 Feb 2022
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 456 20,298 0 23 Oct 2019
FiLM: Visual Reasoning with a General Conditioning Layer Ethan Perez Florian Strub H. D. Vries Vincent Dumoulin Aaron Courville FAtt AIMat OffRL AI4CE 356 2,230 0 22 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 728 132,199 0 12 Jun 2017
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 81 2,123 0 13 Apr 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 108 2,020 0 21 Mar 2017