Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI

21 December 2023

Papers citing "Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI"

15 / 15 papers shown

Title
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks A. Hojjat Janek Haberer Tayyaba Zainab Olaf Landsiedel 39 3 0 18 Apr 2025
Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions Chaoyue Niu Yucheng Ding Junhui Lu Zhengxiang Huang Hang Zeng Yutong Dai Xuezhen Tu Chengfei Lv Fan Wu Guihai Chen 32 1 0 17 Apr 2025
Never Start from Scratch: Expediting On-Device LLM Personalization via Explainable Model Selection Haoming Wang Boyuan Yang Xiangyu Yin Wei Gao 33 0 0 15 Apr 2025
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 52 1 0 08 Mar 2025
AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications Leming Shen Qiang Yang Yuanqing Zheng Mo Li 48 1 0 07 Mar 2025
Threshold Neuron: A Brain-inspired Artificial Neuron for Efficient On-device Inference Zihao Zheng Yuanchun Li Jiayu Chen Peng Zhou Xiang Chen Yunxin Liu 80 0 0 18 Dec 2024
CloudEye: A New Paradigm of Video Analysis System for Mobile Visual Scenarios Huan Cui Qing Li Hanling Wang Yong-jia Jiang 16 0 0 24 Oct 2024
Asteroid: Resource-Efficient Hybrid Pipeline Parallelism for Collaborative DNN Training on Heterogeneous Edge Devices Shengyuan Ye Liekang Zeng Xiaowen Chu Guoliang Xing Xu Chen 38 11 0 15 Aug 2024
Online Optimization of DNN Inference Network Utility in Collaborative Edge Computing Rui Li Tao Ouyang Liekang Zeng Guocheng Liao Zhi Zhou Xu Chen 24 0 0 28 Jun 2024
SwapNet: Efficient Swapping for DNN Inference on Edge AI Devices Beyond the Memory Budget Kun Wang Jiani Cao Zimu Zhou Zhenjiang Li 22 5 0 30 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 41 5 0 17 Jan 2024
EdgeFM: Leveraging Foundation Model for Open-set Learning on the Edge Bufang Yang Lixing He Neiwen Ling Zhenyu Yan Guoliang Xing Xian Shuai Xiaozhe Ren Xin Jiang 45 20 0 18 Nov 2023
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference Ziyang Zhang Yang Zhao Huan Li Changyao Lin Jie Liu 38 13 0 02 Jun 2023
DC-CCL: Device-Cloud Collaborative Controlled Learning for Large Vision Models Yucheng Ding Chaoyue Niu Fan Wu Shaojie Tang Chengfei Lyu Guihai Chen 24 6 0 18 Mar 2023
Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques Renjie Xu S. Razavi Rong Zheng 41 15 0 28 Nov 2022