3 papers
cs.LG2025
Revisiting DNN Training for Intermittently-Powered Energy-Harvesting Micro-Computers
Cyan Subhra Mishra, Deeksha Chaudhary, Jack Sampson +2
The deployment of Deep Neural Networks in energy-constrained environments, such as Energy Harvesting Wireless Sensor Networks, presents unique challenges, primarily due to the inte…
cs.AR2024
Salient Store: Enabling Smart Storage for Continuous Learning Edge Servers
Cyan Subhra Mishra, Deeksha Chaudhary, Jack Sampson +2
As continuous learning based video analytics continue to evolve, the role of efficient edge servers in efficiently managing vast and dynamic datasets is becoming increasingly cruci…
cs.AR2024
Synergistic and Efficient Edge-Host Communication for Energy Harvesting Wireless Sensor Networks
Cyan Subhra Mishra, Jack Sampson, Mahmut Taylan Kandmeir +2
There is an increasing demand for intelligent processing on ultra-low-power internet of things (IoT) device. Recent works have shown substantial efficiency boosts by executing infe…