2 papers
cs.LG2026
Multi-Token Random-Walk Learning via Meeting-Triggered Information Exchange
Taichun Yeh, Xingran Chen
Random walk (RW)-based algorithms are widely used in decentralized learning due to their low communication overhead and scalability. While most existing methods rely on a single to…
cs.NI2025
Optimizing the Trade-off Between Throughput and PAoI Outage Exponents
Tai-Chun Yeh, Yu-Pin Hsu
This paper investigates the trade-off between throughput and peak age of information (PAoI) outage probability in a multi-sensor information collection system. Each sensor monitors…