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PIMCOMP: An End-to-End DNN Compiler for Processing-In-Memory Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 5, 页码: 1745-1759
作者:  Sun, Xiaotian;  Wang, Xinyu;  Li, Wanqian;  Han, Yinhe;  Chen, Xiaoming
收藏  |  浏览/下载：5/0  |  提交时间：2025/06/25
Hardware  Optimization  Artificial neural networks  Pipelines  Parallel processing  Biological system modeling  Resource management  Adaptation models  Scheduling  Memory management  Deep neural network (DNN)  end-to-end compiler  processing-in-memory (PIM) accelerator  system-level optimization  
Accelerate Point Cloud Structuring for Deep Neural Networks via Fast Spatial-Searching Tree 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2025, 卷号: 35, 期号: 3, 页码: 2570-2585
作者:  Zhan, Jinyu;  Zou, Shiyu;  Jiang, Wei;  Zhang, Youyuan;  Peng, Suidi;  Wang, Ying
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Deep neural networks  point cloud structuring  fast spatial-searching tree  sampling  neighbor query  acceleration  Deep neural networks  point cloud structuring  fast spatial-searching tree  sampling  neighbor query  acceleration  
Harmonia: A Unified Architecture for Efficient Deep Symbolic Regression 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 2, 页码: 737-750
作者:  Ma, Tianyun;  Wen, Yuanbo;  Song, Xinkai;  Jin, Pengwei;  Huang, Di;  Han, Husheng;  Nan, Ziyuan;  Yu, Zhongkai;  Peng, Shaohui;  Zhao, Yongwei;  Chen, Huaping;  Du, Zidong;  Hu, Xing;  Guo, Qi
收藏  |  浏览/下载：6/0  |  提交时间：2025/06/25
Skeleton  Optimization  Graphics processing units  Vectors  Hardware  Artificial neural networks  Accuracy  Deep symbolic regression (DSR)  radial basis function network (RBFN)  transcendental functions  unified array  
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 10, 页码: 5388-5408
作者:  Jin, Guangyin;  Liang, Yuxuan;  Fang, Yuchen;  Shao, Zezhi;  Huang, Jincai;  Zhang, Junbo;  Zheng, Yu
收藏  |  浏览/下载：16/0  |  提交时间：2024/12/06
Surveys  Task analysis  Time series analysis  Transportation  Topology  Graph neural networks  Deep learning  predictive learning  spatio-temporal data mining  time series  urban computing  
Deep Distributional Reinforcement Learning-Based Adaptive Routing With Guaranteed Delay Bounds 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 15
作者:  Liu, Jianmin;  Li, Dan;  Xu, Yongjun
收藏  |  浏览/下载：24/0  |  提交时间：2024/12/06
Deep distributional reinforcement learning  real-time QoS guarantees  adaptive routing  wireless multi-hop networks  Deep distributional reinforcement learning  real-time QoS guarantees  adaptive routing  wireless multi-hop networks  
Scheduling of Real-Time Wireless Flows: A Comparative Study of Centralized and Decentralized Reinforcement Learning Approaches 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 16
作者:  Wang, Qi;  Huang, Jianhui;  Xu, Yongjun
收藏  |  浏览/下载：17/0  |  提交时间：2024/12/06
Scheduling  timely-throughput  deep reinforcement learning  real-time wireless networks  distributed system  
CoAxNN: Optimizing on-device deep learning with conditional approximate neural networks 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2023, 卷号: 143, 页码: 14
作者:  Li, Guangli;  Ma, Xiu;  Yu, Qiuchu;  Liu, Lei;  Liu, Huaxiao;  Wang, Xueying
收藏  |  浏览/下载：31/0  |  提交时间：2023/12/04
On-device deep learning  Efficient neural networks  Model approximation and optimization  
CNIM-GCN: Consensus Neighbor Interaction-based Multi-channel Graph Convolutional Networks 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2023, 卷号: 226, 页码: 11
作者:  Zhu, Xiaofei;  Li, Chenghong;  Guo, Jiafeng;  Dietze, Stefan
收藏  |  浏览/下载：37/0  |  提交时间：2023/12/04
Network representation learning  Deep learning  Graph convolutional networks  Node classification  
A Coordinated Model Pruning and Mapping Framework for RRAM-Based DNN Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 7, 页码: 2364-2376
作者:  Qu, Songyun;  Li, Bing;  Zhao, Shixin;  Zhang, Lei;  Wang, Ying
收藏  |  浏览/下载：29/0  |  提交时间：2023/12/04
AutoML  bit-pruning  deep neural networks (DNNs)  resistive random access memory (RRAM)  
QoE Assessment Model Based on Continuous Deep Learning for Video in Wireless Networks 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 卷号: 22, 期号: 6, 页码: 3619-3633
作者:  Liu, Xuewen;  Chuai, Gang;  Wang, Xin;  Xu, Zhiwei;  Gao, Weidong
收藏  |  浏览/下载：33/0  |  提交时间：2023/12/04
Quality of experience  Quality of service  Training  Data models  Wireless networks  Computational modeling  Mobile computing  Data-driven QoE assessment  continual deep learning  QoE  QoS mapping  wireless network  cascaded DNNs