4 papers
Green or Fast? Learning to Balance Cold Starts and Idle Carbon in Serverless Computing
Bowen Sun, Christos D. Antonopoulos, Evgenia Smirni +3
Serverless computing simplifies cloud deployment but introduces new challenges in managing service latency and carbon emissions. Reducing cold-start latency requires retaining warm…
DPUConfig: Optimizing ML Inference in FPGAs Using Reinforcement Learning
Alexandros Patras, Spyros Lalis, Christos D. Antonopoulos +1
Heterogeneous embedded systems, with diverse computing elements and accelerators such as FPGAs, offer a promising platform for fast and flexible ML inference, which is crucial for…
Using Machine Learning to Take Stay-or-Go Decisions in Data-driven Drone Missions
Giorgos Polychronis, Foivos Pournaropoulos, Christos D. Antonopoulos +1
Drones are becoming indispensable in many application domains. In data-driven missions, besides sensing, the drone must process the collected data at runtime to decide whether addi…
Black-box Adversarial Attacks on CNN-based SLAM Algorithms
Maria Rafaela Gkeka, Bowen Sun, Evgenia Smirni +3
Continuous advancements in deep learning have led to significant progress in feature detection, resulting in enhanced accuracy in tasks like Simultaneous Localization and Mapping (…