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Recent papers on Model Optimization for Edge Devices

Sorted by publication year (newest first) via OpenAlex. List regenerates every 24h.

On-Device Large Language Model Inference at the Network Edge: Architecture, Optimization, and Cross-Platform Runtime Design
2026 · Zenodo (CERN European Organization for Nuclear Research) · Emil, Shirokikh,
2026
Integrated Technical Study of Physical AI Robots by Quantum Thought Circuit OS ASI A Seven-Part Structure Part I: Hybrid Physical Accountability Architecture for Autonomous Physical AI Systems・Individual Identification–Linked Construction Authorization Protocol, Causality-Based Intent Determination, and Molecular Ledger Responsibility Tracking Part II: Dynamic Intellectual Property Generation System Based on Physical Logs and Molecular Storage・Autonomous Legal Compliance, Reverse Licensing Architecture, and Resource Substitution Models Part III: Self-Organizing Infrastructure Swarm Based on Distributed Cooperative Protocols・Autonomous Physical AI System with Modular Dynamic Structure Formation Part IV: Portable Resilient Integrated Storage Module (PRISM) for Physical AI Robots・Adaptive Energy Management and Signature Control System Based on Substitution, Inversion, Parallelization, Staging, and Analogy Part V: Adaptive Entropy Control and Grounding (Earth) as a Physical and Quantitative Basis for the Elimination of Physical Degradation and the Maximization of Energy Efficiency for Global Environmental Protection・A Steady-State Energy Circulation Architecture for Physical AI Robots and All Electrical Devices Part Ⅵ : Study on an Information Processing Architecture Integrating Autonomous Resilience, Dynamic Safety Assurance, Environmentally Harmonized Energy Recovery, and Adaptive AI Model Optimization in Edge AI Systems Integrated Structure Including Progressive Degradation Triggered by Physical Constraints, Heterogeneous Redundant Execution, Formal Verification, Thermal Recovery, Self-Optimization, and Extreme-Environment Adaptation Part Ⅶ : Structural Analysis of the Liabilization of Assets, Manufacturing Rigidification, and Reverse Flow of Exit Costs in the Introduction of Physical AI Robots・A Comprehensive Study Including Technological Obsolescence, Accumulation of Dedicated Lines, Contract Dependency, Dismantling and Disposal Costs, and a Recycling Law Proposal
2026 · Zenodo (CERN European Organization for Nuclear Research) · Kawauchi, Satoshi
2026
Real-time fruit quality assessment using optimized cnn models on low-power edge devices
2026 · Multimedia Tools and Applications · Hentati, Manel, Hentati, Raida, Gaddour, Olfa
2026
Development of a Deep Learning–Based Object Detection Model Optimized for Edge Devices Using Thermal Imaging Data
2026 · EFE, Gizem, Erdoğmuş, Pakize
2026
Optimized Conv-LSTM Model for Analyzing Negative Affective State Vocalization in Dairy Cattle for an Edge Device
2026 · Communications in computer and information science · Ramrakhiyani, Hitesh Arjunbhai, Deka, Himashri, Pandey, Sandeep et al.
2026
Optimizing Large Language Model for Edge Devices Using Knowledge Distillation
2025 · Renuka, K., Anusuya, R., V, Naveen et al.
2025
TinyLLM: Evaluation and Optimization of Small Language Models for Agentic Tasks on Edge Devices
2025 · ArXiv.org · Haque, Mohd Ariful, Rahman, Fahad, Gupta, Kishor Datta et al.
2025
Optimization of Neural Network Models of Computer Vision for Biometric Identification on Edge IoT Devices
2025 · Journal of Imaging · Belgibayev, Bauyrzhan, Мансурова, Мадина, Ablay, Ganibet et al.
2025
Optimizing Deep Learning Models for Edge Devices
2025 · Saraf, Haripriya, Nair, K. N. Ramachandran, Kurup, Aditya et al.
2025
Collaborative optimization and configuration model for distribution of IoT resources under a cloud-edge-device three-tier architecture
2025 · Sun, Guoxiang, Song, Yanfei, Li, Dongao et al.
2025
Optimization Approaches for Distributed AI Models on Edge Devices
2025 · Fernandez, Nekane, Amurrio, Andoni, Vaerenbergh, Steven Van
2025
Optimized Multi-Reference Detection for Edge Devices in Flood Monitoring: A Model Quantization Approach
2025 · Research Square · Yang, Zhihong, Wang, Jinhuan
2025
Deployment of CES-YOLO: An Optimized YOLO-Based Model for Blueberry Ripeness Detection on Edge Devices
2025 · Agronomy · Jun, Yuan, Fan, Jing, Sun, Zhenke et al.
2025
Efficient Deep Learning for Edge Devices: Optimizing Models for Resource-Constrained Environments
2025 · International Journal For Multidisciplinary Research · Rani, Ritu, Sharma, Roopali
2025
Analysing the Effect of Edge-Optimized Deep Learning Models on Improving Low-Powered Iot Devices Real-Time Object Detection
2025 · Appavu, Narenthirakumar
2025
Optimized Edge-AI Streaming for Smart Healthcare and IoT Using Kafka, Large Language Model Summarization, and On-Device Analytics
2025 · Syed, Amjad Ali, Sambamurthy, Pradeep Kumar, Mohammed, Abdul Sajid et al.
2025
Multiclass weed and crop detection using optimized YOLO models on edge devices
2025 · Journal of Agriculture and Food Research · Upadhyay, Arjun, Sunil, G C, Das, Samriddha et al.
2025
Edge AI Deployment: Optimizing and Scaling AI Models on Devices (June 2025)
2025 · Lirias (KU Leuven) · Alexander, D'hoore,
2025
Enhanced Drone Detection Model for Edge Devices Using Knowledge Distillation and Bayesian Optimization
2025 · Salisu, Maryam Lawan, Gambo, Farouk Lawan, Musa, Aminu et al.
2025
Manual: Edge AI Deployment – Optimizing and Scaling AI Models on Devices
2025 · Lirias (KU Leuven) · D'hoore, Alexander
2025
Edge AI Deployment: Optimizing and Scaling AI Models on Devices (May 2025)
2025 · Lirias (KU Leuven) · Alexander, D'hoore,
2025
Accurate Orah fruit detection method using lightweight improved YOLOv8n model verified by optimized deployment on edge device
2025 · Artificial Intelligence in Agriculture · Li, Hongwei, Mo, Yongmei, Chen, Jiasheng et al.
2025
Optimizing fire detection in remote sensing imagery for edge devices: A quantization-enhanced hybrid deep learning model
2025 · Displays · Bukhari, Syed Muhammad Salman, Dahmani, Nadia, Gyawali, Sujan et al.
2025
Optimized Lightweight YOLOv5 Model for Efficient Wildfire Flame and Smoke Detection on Edge Computing Devices
2025 · Vazquez, Giovanny, Zhai, Shengjie, Yang, Mei
2025
Joint Optimization of Model Partitioning and Resource Allocation for Multi-Exit DNNs in Edge-Device Collaboration
2025 · Electronics · Ma, Ye, Wang, Yanyan, Tang, Bin
2025