3 papers
cs.AR2024
UpDown: Programmable fine-grained Events for Scalable Performance on Irregular Applications
Andronicus Rajasukumar, Jiya Su, Yuqing +12
Applications with irregular data structures, data-dependent control flows and fine-grained data transfers (e.g., real-world graph computations) perform poorly on cache-based system…
eess.SY2024
SEASONS: Signal and Energy Aware Sensing on iNtermittent Systems
Pouya Mahdi Gholami, Henry Hoffmann
Both energy-aware, batteryless intermittent systems and signal-aware adaptive sampling algorithms (ASA) aim to maximize sensor data accuracy under energy constraints in edge device…
cs.SE2023
Automatic and Efficient Customization of Neural Networks for ML Applications
Yuhan Liu, Chengcheng Wan, Kuntai Du +4
ML APIs have greatly relieved application developers of the burden to design and train their own neural network models -- classifying objects in an image can now be as simple as on…