Ultrafast On-Chip Online Learning via Spline Locality in Kolmogorov–Arnold Networks
Ultrafast online learning is essential for high-frequency systems, such as controls for quantum computing and nuclear fusion, where adaptation must occur on sub-microsecond timescales. Meeting these requirements demands low-latency, fixed-precision computation under strict memory constraints, a regi…