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Edge-computing

Deep Learning on EDGE devices

Papers

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Showing 101–150 of 1279 papers

TitleStatusHype
Split Computing for Complex Object Detectors: Challenges and Preliminary ResultsCode1
Multi-Task Federated Learning for Personalised Deep Neural Networks in Edge ComputingCode1
Efficient Neural Network Deployment for MicrocontrollerCode1
Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoTCode1
Communication-Computation Trade-Off in Resource-Constrained Edge InferenceCode1
Orbital Edge Computing: Nanosatellite Constellations as a New Class of Computer SystemCode1
SparseIDS: Learning Packet Sampling with Reinforcement LearningCode1
Scientific Image Restoration AnywhereCode1
Distilled Split Deep Neural Networks for Edge-Assisted Real-Time SystemsCode1
Machine Learning at the Network Edge: A SurveyCode1
Convergence of Edge Computing and Deep Learning: A Comprehensive SurveyCode1
On the Convergence of FedAvg on Non-IID DataCode1
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate RepresentationCode0
QTCAJOSA: Low-Complexity Joint Offloading and Subchannel Allocation for NTN-Enabled IoMT—0
Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning—0
QS4D: Quantization-aware training for efficient hardware deployment of structured state-space sequential models—0
ECORE: Energy-Conscious Optimized Routing for Deep Learning Models at the Edge—0
Efficient Training of Large-Scale AI Models Through Federated Mixture-of-Experts: A System-Level Approach—0
MAIZX: A Carbon-Aware Framework for Optimizing Cloud Computing Emissions—0
Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models—0
Joint Computation Offloading and Resource Allocation for Uncertain Maritime MEC via Cooperation of UAVs and Vessels—0
One-Shot Neural Architecture Search with Network Similarity Directed Initialization for Pathological Image Classification—0
Multi-dimensional Autoscaling of Processing Services: A Comparison of Agent-based Methods—0
SLED: A Speculative LLM Decoding Framework for Efficient Edge Serving—0
Agile Reinforcement Learning for Real-Time Task Scheduling in Edge ComputingCode0
HASFL: Heterogeneity-aware Split Federated Learning over Edge Computing Systems—0
Optimal Task Offloading with Firm Deadlines for Mobile Edge Computing Systems—0
Federated Learning on Stochastic Neural Networks—0
Computation Capacity Maximization for Pinching Antennas-Assisted Wireless Powered MEC Systems—0
Design and Implementation of a RISC-V SoC with Custom DSP Accelerators for Edge Computing—0
Edge-Enabled Collaborative Object Detection for Real-Time Multi-Vehicle PerceptionCode0
An SCMA Receiver for 6G NTN based on Multi-Task Learning—0
Cloud-Based Interoperability in Residential Energy Systems—0
cuVSLAM: CUDA accelerated visual odometry and mapping—0
Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning—0
FAuNO: Semi-Asynchronous Federated Reinforcement Learning Framework for Task Offloading in Edge Systems—0
Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles—0
AI-Driven Vehicle Condition Monitoring with Cell-Aware Edge Service Migration—0
Generative AI for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning—0
Maximizing the Promptness of Metaverse Systems using Edge Computing by Deep Reinforcement Learning—0
A Novel Deep Reinforcement Learning Method for Computation Offloading in Multi-User Mobile Edge Computing with Decentralization—0
Edge Computing for Physics-Driven AI in Computational MRI: A Feasibility Study—0
Knowledge Distillation for Reservoir-based Classifier: Human Activity Recognition—0
Stochastic Geometry-Based Performance Evaluation for LEO Satellite-Assisted Space Caching—0
FedSKC: Federated Learning with Non-IID Data via Structural Knowledge CollaborationCode0
Clip4Retrofit: Enabling Real-Time Image Labeling on Edge Devices via Cross-Architecture CLIP Distillation—0
A Two-Stage Data Selection Framework for Data-Efficient Model Training on Edge Devices—0
Neuromorphic Mimicry Attacks Exploiting Brain-Inspired Computing for Covert Cyber Intrusions—0
InTreeger: An End-to-End Framework for Integer-Only Decision Tree Inference—0
KHRONOS: a Kernel-Based Neural Architecture for Rapid, Resource-Efficient Scientific Computation—0
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