~/talk

Decentralised Collaborative Edge AI for Resource Sharing

on YouTube 16m
Talkat The Things Conference 2025 · 2025-09-23..09-24· [machine-learning]

speaker

name:Eiman Kanjo
links:none on file

resources

video:https://youtu.be/d7jrsqv6LSs
slides:none on file

summary

Claims a concrete architecture: peer-to-peer federated learning plus inter-agent knowledge distillation and distributed continual learning running on microcontrollers and TinyML. Devices such as UAVs robots embedded sensors and wearables offload tasks, share neurons and weights over low-power links. Demonstrations include disaster management farming and pollution monitoring; experiments cite resource pooling like 40 MB from ten wearables. Papers describe routing protocols and convergence behavior and report prototypes that operate under intermittent connectivity and tight energy budgets.

AI-written summary · about

chapters (5)

  1. 0:00Introduction
  2. 2:34Edge AI to resource sharing
  3. 6:49How it works
  4. 10:42Tiny device challenges
  5. 14:34Future directions

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