Effectively Modeling Time Series with Simple Discrete State Spaces

16 March 2023

Papers citing "Effectively Modeling Time Series with Simple Discrete State Spaces"

32 / 32 papers shown

Title
A Set-Sequence Model for Time Series Elliot L. Epstein Apaar Sadhwani Kay Giesecke AI4TS BDL 17 0 0 16 May 2025
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba Andong Lu Wanyu Wang Chenglong Li Jin Tang Bin Luo Mamba 54 2 0 31 Dec 2024
Layer-Adaptive State Pruning for Deep State Space Models Minseon Gwak Seongrok Moon Joohwan Ko PooGyeon Park 25 0 0 05 Nov 2024
A SSM is Polymerized from Multivariate Time Series Haixiang Wu AI4TS 23 0 0 30 Sep 2024
xLSTMTime : Long-term Time Series Forecasting With xLSTM Musleh Alharthi A. Mahmood AI4TS 23 12 0 14 Jul 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 54 4 0 06 Jun 2024
Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations Sarthak Yadav Zheng-Hua Tan Mamba 42 10 0 04 Jun 2024
State Space Models on Temporal Graphs: A First-Principles Study Jintang Li Ruofan Wu Xinzhou Jin Boqun Ma Liang Chen Zibin Zheng 71 4 0 03 Jun 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 38 7 0 26 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Keli Zhang AI4TS 37 8 0 25 May 2024
State-Free Inference of State-Space Models: The Transfer Function Approach Rom N. Parnichkun Stefano Massaroli Alessandro Moro Jimmy T.H. Smith Ramin Hasani ... Hajime Asama Stefano Ermon Taiji Suzuki Atsushi Yamashita Michael Poli 44 5 0 10 May 2024
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting Aobo Liang Xingguo Jiang Y. Sun Xiaohou Shi Ke Li AI4TS Mamba 26 5 0 24 Apr 2024
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 50 31 0 29 Mar 2024
Mechanistic Design and Scaling of Hybrid Architectures Michael Poli Armin W. Thomas Eric N. D. Nguyen Pragaash Ponnusamy Bjorn Deiseroth ... Brian Hie Stefano Ermon Christopher Ré Ce Zhang Stefano Massaroli MoE 57 21 0 26 Mar 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 112 59 0 13 Feb 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
Spectral State Space Models Naman Agarwal Daniel Suo Xinyi Chen Elad Hazan 30 12 0 11 Dec 2023
On the Long Range Abilities of Transformers Itamar Zimerman Lior Wolf 29 7 0 28 Nov 2023
FlashFFTConv: Efficient Convolutions for Long Sequences with Tensor Cores Daniel Y. Fu Hermann Kumbong Eric N. D. Nguyen Christopher Ré VLM 41 29 0 10 Nov 2023
Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions Stefano Massaroli Michael Poli Daniel Y. Fu Hermann Kumbong Rom N. Parnichkun ... Atri Rudra Ce Zhang Christopher Ré Stefano Ermon Yoshua Bengio 39 19 0 28 Oct 2023
Unified Long-Term Time-Series Forecasting Benchmark Wenzhuo Zhou Szymon Haponiuk AI4TS 28 2 0 27 Sep 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space Models Kleanthis Avramidis Dominika Kunc Bartosz Perz Kranti Adsul Tiantian Feng Przemyslaw Kazienko Stanisław Saganowski Shrikanth Narayanan AI4TS 36 3 0 26 Sep 2023
Spatio-Temporal Analysis of Patient-Derived Organoid Videos Using Deep Learning for the Prediction of Drug Efficacy Leo Fillioux E. Gontran J. Cartry J. Mathieu Sabrina Bedja A. Boilève P. Cournède F. Jaulin Stergios Christodoulidis Maria Vakalopoulou 22 6 0 28 Aug 2023
Generative AI for End-to-End Limit Order Book Modelling: A Token-Level Autoregressive Generative Model of Message Flow Using a Deep State Space Network Peer Nagy Sascha Frey Silvia Sapora Kang Li Anisoara Calinescu Stefan Zohren Jakob Foerster 19 16 0 23 Aug 2023
Towards trustworthy seizure onset detection using workflow notes Khaled Kamal Saab Siyi Tang Mohamed Taha Christopher Lee-Messer Christopher Ré D. Rubin 17 4 0 14 Jun 2023
Focus Your Attention (with Adaptive IIR Filters) Shahar Lutati Itamar Zimerman Lior Wolf 32 9 0 24 May 2023
Sequence Modeling with Multiresolution Convolutional Memory Jiaxin Shi Ke Alexander Wang E. Fox 42 13 0 02 May 2023
Simple Hardware-Efficient Long Convolutions for Sequence Modeling Daniel Y. Fu Elliot L. Epstein Eric N. D. Nguyen A. Thomas Michael Zhang Tri Dao Atri Rudra Christopher Ré 16 52 0 13 Feb 2023
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series Abdul Fatir Ansari Alvin Heng Andre Lim Harold Soh BDL AI4TS 30 15 0 26 Jan 2023
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 121 170 0 18 May 2022
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Kiran Madhusudhanan Johannes Burchert Nghia Duong-Trung Stefan Born Lars Schmidt-Thieme AI4TS AI4CE 41 21 0 13 Oct 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,900 0 14 Dec 2020