4 papers
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…
Oscillator Formulations of Many NP Problems
Wenxiao Cai, Zongru Li, Yu-Neng Wang +2
Efficiently optimizing Nondeterministic Polynomial time (NP) problems in polynomial time has profound implications in many domains. CMOS oscillator networks have been shown to be e…
OscNet v1.5: Energy Efficient Hopfield Network on CMOS Oscillators for Image Classification
Wenxiao Cai, Zongru Li, Iris Wang +2
Machine learning has achieved remarkable advancements but at the cost of significant computational resources. This has created an urgent need for a novel and energy-efficient compu…
Shem: A Hardware-Aware Optimization Framework for Analog Computing Systems
Yu-Neng Wang, Sara Achour
As the demand for efficient data processing escalates, reconfigurable analog hardware which implements novel analog compute paradigms, is promising for energy-efficient computing a…