Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and
Time-Series Analysis

Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis

26 March 2024

Suhas Ranganath

Vinay P. Namboodiri

Vijay Srinivas Agneeswaran

Papers citing "Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis"

14 / 14 papers shown

Title
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 31 32 0 29 Mar 2024
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series Badri N. Patro Vijay Srinivas Agneeswaran Mamba 42 50 0 22 Mar 2024
Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data Shufan Li Harkanwar Singh Aditya Grover Mamba 66 56 0 08 Feb 2024
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Kun Yi Qi Zhang Wei Fan Shoujin Wang Pengyang Wang Hui He Defu Lian Ning An Longbin Cao ZhenDong Niu AI4TS 56 120 0 10 Nov 2023
BiFormer: Vision Transformer with Bi-Level Routing Attention Lei Zhu Xinjiang Wang Zhanghan Ke Wayne Zhang Rynson W. H. Lau 109 438 0 15 Mar 2023
Resurrecting Recurrent Neural Networks for Long Sequences Antonio Orvieto Samuel L. Smith Albert Gu Anushan Fernando Çağlar Gülçehre Razvan Pascanu Soham De 83 258 0 11 Mar 2023
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning Ting Yao Yingwei Pan Yehao Li Chong-Wah Ngo Tao Mei ViT 127 135 0 11 Jul 2022
CMT: Convolutional Neural Networks Meet Vision Transformers Jianyuan Guo Kai Han Han Wu Yehui Tang Chunjing Xu Yunhe Wang Chang Xu ViT 320 614 0 13 Jul 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,554 0 04 May 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 276 1,490 0 27 Feb 2021
Bottleneck Transformers for Visual Recognition A. Srinivas Tsung-Yi Lin Niki Parmar Jonathon Shlens Pieter Abbeel Ashish Vaswani SLR 262 955 0 27 Jan 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 159 3,799 0 14 Dec 2020
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016