3 papers
cs.ET2026
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…
cs.ET2025
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…
cs.CV2025
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…