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Edge-computing

Deep Learning on EDGE devices

Papers

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Showing 151–200 of 1279 papers

TitleStatusHype
Guidelines and Benchmarks for Deployment of Deep Learning Models on Smartphones as Real-Time AppsCode0
AdaPI: Facilitating DNN Model Adaptivity for Efficient Private Inference in Edge ComputingCode0
Interference-Aware Edge Runtime Prediction with Conformal Matrix CompletionCode0
Moccasin: Efficient Tensor Rematerialization for Neural NetworksCode0
GQFedWAvg: Optimization-Based Quantized Federated Learning in General Edge Computing SystemsCode0
Agile Reinforcement Learning for Real-Time Task Scheduling in Edge ComputingCode0
Graph Markov Network for Traffic Forecasting with Missing DataCode0
FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge DevicesCode0
FedICT: Federated Multi-task Distillation for Multi-access Edge ComputingCode0
FLeNS: Federated Learning with Enhanced Nesterov-Newton SketchCode0
FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of ThingsCode0
Enhancing TinyBERT for Financial Sentiment Analysis Using GPT-Augmented FinBERT DistillationCode0
Feature Attenuation of Defective Representation Can Resolve Incomplete Masking on Anomaly DetectionCode0
Endangered Alert: A Field-Validated Self-Training Scheme for Detecting and Protecting Threatened Wildlife on Roads and RoadsidesCode0
A Framework for testing Federated Learning algorithms using an edge-like environmentCode0
Emulating Brain-like Rapid Learning in Neuromorphic Edge ComputingCode0
Enhancing Network Slicing Architectures with Machine Learning, Security, Sustainability and Experimental Networks IntegrationCode0
Edge-Enabled Collaborative Object Detection for Real-Time Multi-Vehicle PerceptionCode0
Edge computing on TPU for brain implant signal analysisCode0
FedSKC: Federated Learning with Non-IID Data via Structural Knowledge CollaborationCode0
EdgeCNN: Convolutional Neural Network Classification Model with small inputs for Edge ComputingCode0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
Astraea: Self-balancing Federated Learning for Improving Classification Accuracy of Mobile Deep Learning ApplicationsCode0
Genetic CFL: Optimization of Hyper-Parameters in Clustered Federated LearningCode0
Dynamic Rectification Knowledge DistillationCode0
Edge-Computing-Enabled Deep Learning Approach for Low-Light Satellite Image EnhancementCode0
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate RepresentationCode0
HawkDrive: A Transformer-driven Visual Perception System for Autonomous Driving in Night SceneCode0
A Quantization-Friendly Separable Convolution for MobileNetsCode0
Hybrid HMM Decoder For Convolutional Codes By Joint Trellis-Like Structure and Channel PriorCode0
Implementing efficient balanced networks with mixed-signal spike-based learning circuitsCode0
A Feasibility Study on Indoor Localization and Multi-person Tracking Using Sparsely Distributed Camera Network with Edge ComputingCode0
Adversarial Machine Learning in Latent Representations of Neural NetworksCode0
DOCTOR: Dynamic On-Chip Temporal Variation Remediation Toward Self-Corrected Photonic Tensor AcceleratorsCode0
DNNShifter: An Efficient DNN Pruning System for Edge ComputingCode0
Attentive Federated Learning for Concept Drift in Distributed 5G Edge NetworksCode0
Advanced Knowledge Transfer: Refined Feature Distillation for Zero-Shot Quantization in Edge ComputingCode0
Device-Wise Federated Network PruningCode0
Demo: RhythmEdge: Enabling Contactless Heart Rate Estimation on the EdgeCode0
Collaborative Three-Tier Architecture Non-contact Respiratory Rate Monitoring using Target Tracking and False Peaks Eliminating AlgorithmsCode0
Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge DeploymentCode0
Decentralized Computation Offloading for Multi-User Mobile Edge Computing: A Deep Reinforcement Learning ApproachCode0
David and Goliath: An Empirical Evaluation of Attacks and Defenses for QNNs at the Deep EdgeCode0
Deep Learning on Multimodal Sensor Data at the Wireless Edge for Vehicular NetworkCode0
U-TOE: Universal TinyML On-board Evaluation Toolkit for Low-Power IoTCode0
Online Caching with no Regret: Optimistic Learning via RecommendationsCode0
Continuous reasoning for adaptive container image distribution in the cloud-edge continuumCode0
Cooperative Inference for Real-Time 3D Human Pose Estimation in Multi-Device Edge NetworksCode0
CollaFuse: Collaborative Diffusion ModelsCode0
Client Selection for Federated Learning with Heterogeneous Resources in Mobile EdgeCode0
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