A framework for incentivized collaborative learning

X Wang, Q Le, AF Khan, J Ding, A Anwar - arXiv preprint arXiv:2305.17052, 2023 - arxiv.org
Collaborations among various entities, such as companies, research labs, AI agents, and
edge devices, have become increasingly crucial for achieving machine learning tasks that …

A Blockchain-based Platform for Reliable Inference and Training of Large-Scale Models

S Park, J Lee, SM Moon - arXiv preprint arXiv:2305.04062, 2023 - arxiv.org
As artificial intelligence (AI) continues to permeate various domains, concerns surrounding
trust and transparency in AI-driven inference and training processes have emerged …

Towards opportunistic collaborative learning in mobile environments

S Lee - 2023 - repositories.lib.utexas.edu
Smartphones, wearable devices, and other devices that fill mobile computing environments
are imbued with increasingly complex sensing, computation, and communication abilities …

Incentivized Collaborative Learning: Architectural Design and Insights

X Wang, Q Le, AF Khan, J Ding, A Anwar - openreview.net
Collaborations among various entities, such as companies, research labs, AI agents, and
edge devices, have become increasingly crucial for achieving machine learning tasks that …