Do We Really Need Deep Learning Models for Time Series Forecasting?

6 January 2021

Papers citing "Do We Really Need Deep Learning Models for Time Series Forecasting?"

4 / 4 papers shown

Title
On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series Kausik Lakkaraju Rachneet Kaur Parisa Zehtabi Sunandita Patra Siva Likitha Valluru Zhen Zeng Biplav Srivastava Marco Valtorta AI4TS 98 0 0 17 Feb 2025
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan O. Arik Nicolas Loeff Tomas Pfister AI4TS 90 1,433 0 19 Dec 2019
Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches Maurizio Ferrari Dacrema Paolo Cremonesi Dietmar Jannach 36 580 0 16 Jul 2019
Autoregressive Convolutional Neural Networks for Asynchronous Time Series Mikolaj Binkowski Gautier Marti Philippe Donnat AI4TS BDL 62 150 0 12 Mar 2017