Papers citing 'Towards Sparsification of Graph Neural Networks'

Title
Pruning and Quantization Impact on Graph Neural Networks Khatoon Khedri Reza Rawassizadeh Qifu Wen M. Hosseinzadeh GNN 146 0 0 24 Oct 2025
Ralts: Robust Aggregation for Enhancing Graph Neural Network Resilience on Bit-flip Errors Wencheng Zou Nan Wu AAML 101 0 0 24 Jul 2025
Sparse Covariance Neural Networks Andrea Cavallo Zhan Gao Elvin Isufi 161 5 0 02 Oct 2024
MaxK-GNN: Extremely Fast GPU Kernel Design for Accelerating Graph Neural Networks TrainingInternational Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2023 Hongwu Peng Xi Xie Kaustubh Shivdikar Md Amit Hasan Jiahui Zhao Shaoyi Huang Omer Khan David Kaeli Caiwen Ding 269 40 0 14 Dec 2023
Exploring Sparsity in Graph TransformersNeural Networks (Neural Netw.), 2023 Chuang Liu Yibing Zhan Xueqi Ma Liang Ding Dapeng Tao Hongzhi Zhang Wenbin Hu Bo Du 232 10 0 09 Dec 2023
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model PerspectiveAAAI Conference on Artificial Intelligence (AAAI), 2023 Can Jin Tianjin Huang Yihua Zhang Mykola Pechenizkiy Sijia Liu Shiwei Liu Tianlong Chen VLM 388 30 0 03 Dec 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 163 3 0 14 Oct 2023
LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted InferenceNeural Information Processing Systems (NeurIPS), 2023 Hongwu Peng Ran Ran Yukui Luo Jiahui Zhao Shaoyi Huang ... Tong Geng Chenghong Wang Xiaolin Xu Wujie Wen Caiwen Ding 270 45 0 25 Sep 2023
Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf ModelsDesign Automation Conference (DAC), 2023 Yi Sheng Junhuan Yang Lei Yang Yiyu Shi Jiaxi Hu Weiwen Jiang 140 11 0 26 Aug 2023
Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution Networks Xiaoru Xie Hongwu Peng Amit Hasan Shaoyi Huang Jiahui Zhao Haowen Fang Wei Zhang Tong Geng O. Khan Caiwen Ding GNN 139 32 0 22 Aug 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network InferenceIEEE International Conference on Computer Vision (ICCV), 2023 Hongwu Peng Shaoyi Huang Tong Zhou Yukui Luo Chenghong Wang ... Tony Geng Kaleel Mahmood Wujie Wen Xiaolin Xu Caiwen Ding OffRL 255 42 0 20 Aug 2023
PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network DeploymentDesign Automation Conference (DAC), 2023 Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 161 9 0 27 Jun 2023
Neurogenesis Dynamics-inspired Spiking Neural Network Training AccelerationDesign Automation Conference (DAC), 2023 Shaoyi Huang Haowen Fang Kaleel Mahmood Bowen Lei Nuo Xu Bin Lei Yue Sun Dongkuan Xu Wujie Wen Caiwen Ding 175 16 0 24 Apr 2023
QuMoS: A Framework for Preserving Security of Quantum Machine Learning ModelInternational Conference on Quantum Computing and Engineering (QCE), 2023 Zhepeng Wang Jinyang Li Zhirui Hu Blake Gage Elizabeth Iwasawa Weiwen Jiang 237 16 0 23 Apr 2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 176 18 0 05 Feb 2023
Dynamic Sparse Training via Balancing the Exploration-Exploitation Trade-offDesign Automation Conference (DAC), 2022 Shaoyi Huang Bowen Lei Dongkuan Xu Hongwu Peng Yue Sun Mimi Xie Caiwen Ding 213 21 0 30 Nov 2022
Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach Bin Lei Shaoyi Huang Caiwen Ding Monika Filipovska GNN AI4TS 100 0 0 06 Nov 2022
Aerial Manipulation Using a Novel Unmanned Aerial Vehicle Cyber-Physical System Caiwu Ding Hongwu Peng Lu Lu Caiwen Ding 91 0 0 27 Oct 2022
PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Shijin Duan Nuo Xu ... Tong Geng Ang Li Wujie Wen Xiaolin Xu Caiwen Ding 137 4 0 20 Sep 2022