2 papers
cs.SE2025
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance
Jaskirat Singh, Emad Fallahzadeh, Bram Adams +1
Deciding what combination of operators to use across the Edge AI tiers to achieve specific latency and model performance requirements is an open question for MLOps engineers. This…
cs.DC2025
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance
Jaskirat Singh, Bram Adams, Ahmed E. Hassan
To help MLOps engineers decide which operator to use in which deployment scenario, this study aims to empirically assess the accuracy vs latency trade-off of white-box (training-ba…