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Edge-computing

Deep Learning on EDGE devices

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Showing 1–50 of 1279 papers

TitleStatusHype
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
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
QS4D: Quantization-aware training for efficient hardware deployment of structured state-space sequential models—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
Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive MappingCode1
Multi-dimensional Autoscaling of Processing Services: A Comparison of Agent-based Methods—0
SLED: A Speculative LLM Decoding Framework for Efficient Edge Serving—0
Optimal Task Offloading with Firm Deadlines for Mobile Edge Computing Systems—0
Agile Reinforcement Learning for Real-Time Task Scheduling in Edge ComputingCode0
HASFL: Heterogeneity-aware Split Federated Learning over Edge Computing Systems—0
Computation Capacity Maximization for Pinching Antennas-Assisted Wireless Powered MEC Systems—0
Federated Learning on Stochastic Neural Networks—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
Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning—0
cuVSLAM: CUDA accelerated visual odometry and mapping—0
FAuNO: Semi-Asynchronous Federated Reinforcement Learning Framework for Task Offloading in Edge Systems—0
A Novel Deep Reinforcement Learning Method for Computation Offloading in Multi-User Mobile Edge Computing with Decentralization—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
Maximizing the Promptness of Metaverse Systems using Edge Computing by Deep Reinforcement Learning—0
Generative AI for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning—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
Deep Unfolding with Kernel-based Quantization in MIMO Detection—0
KHRONOS: a Kernel-Based Neural Architecture for Rapid, Resource-Efficient Scientific Computation—0
MINIMALIST: switched-capacitor circuits for efficient in-memory computation of gated recurrent units—0
Benchmarking of CPU-intensive Stream Data Processing in The Edge Computing Systems—0
Joint Resource Management for Energy-efficient UAV-assisted SWIPT-MEC: A Deep Reinforcement Learning Approach—0
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices—0
Compact Recurrent Transformer with Persistent Memory—0
Towards Intelligent Edge Sensing for ISCC Network: Joint Multi-Tier DNN Partitioning and Beamforming Design—0
Smart Environmental Monitoring of Marine Pollution using Edge AI—0
Intelligent Task Offloading in VANETs: A Hybrid AI-Driven Approach for Low-Latency and Energy Efficiency—0
Zero-Day Botnet Attack Detection in IoV: A Modular Approach Using Isolation Forests and Particle Swarm Optimization—0
Full-Duplex ISCC for Low-Altitude Networks: Resource Allocation and Coordinated Beamforming—0
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