Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces

1 February 2024

Papers citing "Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces"

50 / 67 papers shown

Title
SFi-Former: Sparse Flow Induced Attention for Graph Transformer Z. Li J. Q. Shi X. Zhang Miao Zhang B. Li 44 0 0 29 Apr 2025
LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement Zhifan Ye Kejing Xia Yonggan Fu Xin Dong Jihoon Hong Xiangchi Yuan Shizhe Diao Jan Kautz Pavlo Molchanov Yingyan Lin Mamba 40 2 0 22 Apr 2025
From S4 to Mamba: A Comprehensive Survey on Structured State Space Models Shriyank Somvanshi Md Monzurul Islam Mahmuda Sultana Mimi Sazzad Bin Bashar Polock Gaurab Chhetri Subasish Das Mamba AI4TS 40 0 0 22 Mar 2025
From Image- to Pixel-level: Label-efficient Hyperspectral Image Reconstruction Yihong Leng Jiaojiao Li Haitao Xu Rui Song 62 0 0 10 Mar 2025
Future-Aware Interaction Network For Motion Forecasting Shijie Li Xun Xu S. Yeo Xulei Yang Mamba 88 0 0 09 Mar 2025
S4D-Bio Audio Monitoring of Bone Cement Disintegration in Pulsating Fluid Jet Surgery under Laboratory Conditions Melanie Schaller Sergej Hloch Akash Nag Dagmar Klichova Nick Janssen Frank Pude Michal Zelenak Bodo Rosenhahn 64 0 0 04 Mar 2025
S4ConvD: Adaptive Scaling and Frequency Adjustment for Energy-Efficient Sensor Networks in Smart Buildings Melanie Schaller Bodo Rosenhahn 28 0 0 28 Feb 2025
On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning Alvaro Arroyo Alessio Gravina Benjamin Gutteridge Federico Barbero Claudio Gallicchio Xiaowen Dong Michael M. Bronstein P. Vandergheynst 31 2 0 15 Feb 2025
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 65 0 0 13 Feb 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space Xin He Y. Wang Wenqi Fan Xu Shen Xin Juan Rui Miao Xin Wang 61 0 0 26 Jan 2025
Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba Wall Kim Mamba 44 0 0 10 Jan 2025
Rethinking Addressing in Language Models via Contexualized Equivariant Positional Encoding Jiajun Zhu Peihao Wang Ruisi Cai Jason D. Lee Pan Li Z. Wang KELM 36 1 0 03 Jan 2025
MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights Jingjing Hu D. Guo Zhan Si Deguang Liu Yunfeng Diao J. Zhang Jinxing Zhou Meng Wang Mamba 94 1 0 21 Dec 2024
Efficient Self-Supervised Video Hashing with Selective State Spaces Jinpeng Wang Niu Lian Jun Li Yuting Wang Yan Feng Bin Chen Yongbing Zhang Shu-Tao Xia 69 2 0 19 Dec 2024
Best of Both Worlds: Advantages of Hybrid Graph Sequence Models Ali Behrouz Ali Parviz Mahdi Karami Clayton Sanford Bryan Perozzi Vahab Mirrokni 79 2 0 23 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 39 1 0 05 Nov 2024
Exploring contextual modeling with linear complexity for point cloud segmentation Yong Xien Chng Xuchong Qiu Yizeng Han Yifan Pu Jiewei Cao Gao Huang Mamba 20 1 0 28 Oct 2024
Demystifying the Token Dynamics of Deep Selective State Space Models Thieu N. Vo Tung D. Pham Xin T. Tong Tan Minh Nguyen Mamba 44 0 0 04 Oct 2024
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Qianru Zhang Peng Yang Junliang Yu Haixin Wang Xingwei He S. Yiu Hongzhi Yin 28 0 0 03 Oct 2024
MARCA: Mamba Accelerator with ReConfigurable Architecture Jinhao Li Shan Huang Jiaming Xu Jun Liu Li Ding Ningyi Xu Guohao Dai 21 5 0 16 Sep 2024
Graffin: Stand for Tails in Imbalanced Node Classification Xiaorui Qi Yanlong Wen Xiaojie Yuan 13 0 0 09 Sep 2024
MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders Baijiong Lin Weisen Jiang Pengguang Chen Shu Liu Ying-Cong Chen Mamba 25 1 0 27 Aug 2024
Hierarchical Spatio-Temporal State-Space Modeling for fMRI Analysis Yuxiang Wei A. Abrol Reihaneh Hassanzadeh Mamba 30 1 0 23 Aug 2024
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models Zifeng Ding Yifeng Li Yuan He Antonio Norelli Jingcheng Wu Volker Tresp Yunpu Ma Michael Bronstein Mamba 31 3 0 08 Aug 2024
A Survey of Mamba Shuwei Shi Shibing Chu Rui An Wenqi Fan Yuee Xie Hui Liu Yuanping Chen Qing Li AI4CE 33 26 0 02 Aug 2024
MambaCapsule: Towards Transparent Cardiac Disease Diagnosis with Electrocardiography Using Mamba Capsule Network Yinlong Xu Xiaoqiang Liu Zitai Kong YiXuan Wu Yue Wang Yingzhou Lu Hong-Yan Gao Jian Wu Hongxia Xu Mamba 13 6 0 30 Jul 2024
GroupMamba: Efficient Group-Based Visual State Space Model Abdelrahman M. Shaker Syed Talal Wasim Salman Khan Juergen Gall Fahad Shahbaz Khan Mamba 42 0 0 18 Jul 2024
OPa-Ma: Text Guided Mamba for 360-degree Image Out-painting Penglei Gao Kai Yao Tiandi Ye Steven Wang Yuan Yao Xiaofeng Wang Mamba 21 0 0 15 Jul 2024
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba Haoye Dong Aviral Chharia Wenbo Gou Francisco Vicente Carrasco Fernando De la Torre Mamba 38 1 0 12 Jul 2024
DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing Minghang Zhou Tianyu Li Chaofan Qiao Dongyu Xie Guoqing Wang Ningjuan Ruan Lin Mei Yang Yang Mamba 37 4 0 11 Jul 2024
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based Decoders Baijiong Lin Weisen Jiang Pengguang Chen Yu Zhang Shu Liu Ying-Cong Chen Mamba 35 9 0 02 Jul 2024
Venturing into Uncharted Waters: The Navigation Compass from Transformer to Mamba Yuchen Zou Yineng Chen Zuchao Li Lefei Zhang Hai Zhao 42 1 0 24 Jun 2024
Soft Masked Mamba Diffusion Model for CT to MRI Conversion Zhenbin Wang Lei Zhang Lituan Wang Zhenwei Zhang Mamba MedIm 33 6 0 22 Jun 2024
A Scalable and Effective Alternative to Graph Transformers Kaan Sancak Zhigang Hua Jin Fang Yan Xie Andrey Malevich Bo Long M. F. Balin Ümit V. Çatalyürek 35 1 0 17 Jun 2024
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State Spaces Jinhyeok Choi Heehyeon Kim Minhyeong An Joyce Jiyoung Whang Mamba 16 1 0 17 Jun 2024
MambaLRP: Explaining Selective State Space Sequence Models F. Jafari G. Montavon Klaus-Robert Müller Oliver Eberle Mamba 47 9 0 11 Jun 2024
What Can We Learn from State Space Models for Machine Learning on Graphs? Yinan Huang Siqi Miao Pan Li 39 7 0 09 Jun 2024
C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Chaolv Zeng Zhanyu Liu Guanjie Zheng Linghe Kong Mamba 33 2 0 08 Jun 2024
Learning 1D Causal Visual Representation with De-focus Attention Networks Chenxin Tao Xizhou Zhu Shiqian Su Lewei Lu Changyao Tian ... Gao Huang Hongsheng Li Yu Qiao Jie Zhou Jifeng Dai 54 1 0 06 Jun 2024
Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images Ruiwen Ding Kha-Dinh Luong Erika Rodriguez Ana Cristina Araujo Lemos da Silva William Hsu Mamba 38 1 0 05 Jun 2024
Learning Long Range Dependencies on Graphs via Random Walks Dexiong Chen Till Hendrik Schulz Karsten Borgwardt 24 2 0 05 Jun 2024
The Intelligible and Effective Graph Neural Additive Networks Maya Bechler-Speicher Amir Globerson Ran Gilad-Bachrach 31 5 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 21 7 0 26 May 2024
MambaVC: Learned Visual Compression with Selective State Spaces Shiyu Qin Jinpeng Wang Yimin Zhou Bin Chen Tianci Luo Baoyi An Tao Dai Shu-Tao Xia Yaowei Wang Mamba 26 7 0 24 May 2024
HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model Zhenyu Pan Yoonsung Jeong Xiaoda Liu Han Liu 24 1 0 22 May 2024
SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model Siavash Shams Sukru Samet Dindar Xilin Jiang N. Mesgarani Mamba 58 17 0 20 May 2024
NetMamba: Efficient Network Traffic Classification via Pre-training Unidirectional Mamba Tongze Wang Xiaohui Xie Wenduo Wang Chuyi Wang Youjian Zhao Yong Cui Mamba 22 14 0 19 May 2024
CLIP-Mamba: CLIP Pretrained Mamba Models with OOD and Hessian Evaluation Weiquan Huang Yifei Shen Yifan Yang Mamba 27 4 0 30 Apr 2024
Mamba-FETrack: Frame-Event Tracking via State Space Model Ju Huang Shiao Wang Shuai Wang Zhe Wu Xiao Wang Bowei Jiang Mamba 33 12 0 28 Apr 2024
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Badri N. Patro Vijay Srinivas Agneeswaran Mamba 24 37 0 24 Apr 2024