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…
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 (…
MapVisual: A Visualization Tool for Memory Access Patterns
Pavlos Aimoniotis, Maria Rafaela Gkeka, Nikolaos Bellas
Memory bandwidth is strongly correlated to the complexity of the memory access pattern of a running application. To improve memory performance of applications with irregular and/or…