4 papers
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…
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding?
Yun Li, Yiming Zhang, Tao Lin +4
The use of Multimodal Large Language Models (MLLMs) as an end-to-end solution for Embodied AI and Autonomous Driving has become a prevailing trend. While MLLMs have been extensivel…
OscNet: Machine Learning on CMOS Oscillator Networks
Wenxiao Cai, Thomas H. Lee
Machine learning and AI have achieved remarkable advancements but at the cost of significant computational resources and energy consumption. This has created an urgent need for a n…