2 papers
cs.CV2026
Tiny Collaborative Inference for Occlusion-Robust Object Detection
Chieh-Tung Cheng, Mustafa Aslanov, Eiman Kanjo
Edge AI nodes for search and rescue are increasingly expected to run computer vision locally, yet ultra-low-end hardware imposes hard constraints on memory, compute, and inter-devi…
cs.AI2026
Node Learning: A Framework for Adaptive, Decentralised and Collaborative Network Edge AI
Eiman Kanjo, Mustafa Aslanov
The expansion of AI toward the edge increasingly exposes the cost and fragility of cen- tralised intelligence. Data transmission, latency, energy consumption, and dependence on lar…