4 papers
Memento: Communicating Sensor Observations Through Shared Memory
Chae Young Lee, Lan Mei, Yifan Yang +2
Wireless sensing systems often transmit highly redundant observations, making communication a bottleneck for low-power devices. We present Memento, a communication system that expl…
Generative Models on Analog Hardware with Dynamics
Yu-Neng Wang, Sara Achour
Analog hardware platforms such as coupled oscillators and Analog Ising Machines naturally solve differential equations at a fraction of the energy cost of digital computation, maki…
Exchangeability in Neural Network and its Application to Dynamic Pruning
Pu, Yi, Tianlang Chen +2
Modern neural networks (NN) contain an ever-growing number of parameters, substantially increasing the memory and computational cost of inference. Researchers have explored various…
HyperCam: Low-Power Onboard Computer Vision for IoT Cameras
Chae Young Lee, Pu, Yi +4
We present HyperCam, an energy-efficient image classification pipeline that enables computer vision tasks onboard low-power IoT camera systems. HyperCam leverages hyperdimensional…