Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space
Models

Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models

12 October 2024

Sathya Kamesh Bhethanabhotla

Julien N. Siems

Papers citing "Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models"

10 / 10 papers shown

Title
Performance of Zero-Shot Time Series Foundation Models on Cloud Data William Toner Thomas L. Lee Artjom Joosen Rajkarn Singh Martin Asenov AI4TS 100 2 0 18 Feb 2025
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality Tri Dao Albert Gu Mamba 75 498 0 31 May 2024
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 66 32 0 29 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 80 23 0 29 Feb 2024
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks Jongho Park Jaeseung Park Zheyang Xiong Nayoung Lee Jaewoong Cho Samet Oymak Kangwook Lee Dimitris Papailiopoulos 79 73 0 06 Feb 2024
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second Noah Hollmann Samuel G. Müller Katharina Eggensperger Frank Hutter 82 305 0 05 Jul 2022
Transformers Can Do Bayesian Inference Samuel G. Müller Noah Hollmann Sebastian Pineda Arango Josif Grabocka Frank Hutter BDL UQCV 66 169 0 20 Dec 2021
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention Angelos Katharopoulos Apoorv Vyas Nikolaos Pappas Franccois Fleuret 174 1,755 0 29 Jun 2020
Meta-learning framework with applications to zero-shot time-series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio UQCV AI4TS AI4CE 187 112 0 07 Feb 2020
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 288 8,091 0 13 Aug 2016