Computational Capability

Computational capability research focuses on understanding and enhancing the ability of systems, both physical and digital, to perform complex computations. Current efforts concentrate on optimizing existing architectures like transformers and spiking neural networks, developing novel approaches such as reservoir computing and exploring distributed computing paradigms leveraging readily available resources like web browsers and spare CPU cycles. This research is crucial for advancing artificial intelligence, improving energy efficiency in high-performance computing, and enabling new applications in diverse fields such as object recognition and power grid management.