2 papers
cs.LG2025
RL-TIME: Reinforcement Learning-based Task Replication in Multicore Embedded Systems
Roozbeh Siyadatzadeh, Mohsen Ansari, Muhammad Shafique +1
Embedded systems power many modern applications and must often meet strict reliability, real-time, thermal, and power requirements. Task replication can improve reliability by dupl…
cs.LG2025
P2W: From Power Traces to Weights Matrix -- An Unconventional Transfer Learning Approach
Roozbeh Siyadatzadeh, Fatemeh Mehrafrooz, Nele Mentens +1
The rapid growth of deploying machine learning (ML) models within embedded systems on a chip (SoCs) has led to transformative shifts in fields like healthcare and autonomous vehicl…