2 papers
eess.SY2026
Architecture Dependent Temporal Observability Under Deployment Interference in Edge Inference Systems
Akul Swami, Nikhil Chougule
Edge inference systems are typically evaluated with software-reported latency collected under controlled conditions. We argue, and demonstrate empirically, that deployment interfer…
eess.SY2026
Per-Platform GPIO Overhead in Hardware-Validated Edge ML Inference Timing
Akul Swami, Nikhil Chougule
Edge machine learning (ML) deployments increasingly rely on per-inference timing measured by software clocks such as Python's perf_counter, but these measurements are not always va…