Machine Learning · Computer Science
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting
Jiaxi Hu, Disen Lan, Ziyu Zhou, Qingsong Wen +1
2024-07-16
Machine Learning · Computer Science
Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models
Xingtai Lv, Youbang Sun, Kaiyan Zhang, Shang Qu +7
2025-03-17
Machine Learning · Computer Science
MS-SSM: A Multi-Scale State Space Model for Efficient Sequence Modeling
Mahdi Karami, Ali Behrouz, Peilin Zhong, Razvan Pascanu +1
2026-01-01
Machine Learning · Computer Science
To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models
Eran Malach, Omid Saremi, Sinead Williamson, Arwen Bradley +4
2025-10-17
Machine Learning · Computer Science
Spectral State Space Models
Naman Agarwal, Daniel Suo, Xinyi Chen, Elad Hazan
2024-07-12
Machine Learning · Computer Science
State Space Model for New-Generation Network Alternative to Transformers: A Survey
Xiao Wang, Shiao Wang, Yuhe Ding, Yuehang Li +12
2024-04-16
Artificial Intelligence · Computer Science
Towards Understanding What State Space Models Learn About Code
Jiali Wu, Abhinav Anand, Shweta Verma, Mira Mezini
2026-02-09
Machine Learning · Computer Science
Generalization Error Analysis for Selective State-Space Models Through the Lens of Attention
Arya Honarpisheh, Mustafa Bozdag, Octavia Camps, Mario Sznaier
2025-11-05
Systems and Control · Electrical Eng. & Systems
Structured state-space models are deep Wiener models
Fabio Bonassi, Carl Andersson, Per Mattsson, Thomas B. Schön
2024-05-21
Machine Learning · Statistics
Black-Box Autoregressive Density Estimation for State-Space Models
Tom Ryder, Andrew Golighty, A. Stephen McGough, Dennis Prangle
2018-11-22
Machine Learning · Computer Science
The Curious Case of In-Training Compression of State Space Models
Makram Chahine, Philipp Nazari, Daniela Rus, T. Konstantin Rusch
2026-02-26
Systems and Control · Electrical Eng. & Systems
Controller Design for Structured State-space Models via Contraction Theory
Muhammad Zakwan, Vaibhav Gupta, Alireza Karimi, Efe C. Balta +1
2026-04-09
Machine Learning · Statistics
Probabilistic Recurrent State-Space Models
Andreas Doerr, Christian Daniel, Martin Schiegg, Duy Nguyen-Tuong +3
2018-02-13
Computer Vision and Pattern Recognition · Computer Science
Long-Context State-Space Video World Models
Ryan Po, Yotam Nitzan, Richard Zhang, Berlin Chen +4
2025-05-27