2 papers
cs.AR2026
Ultrafast On-Chip Online Learning via Spline Locality in Kolmogorov-Arnold Networks
Duc Hoang, Aarush Gupta, Philip Harris
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 timesca…
cs.AR2026
Position: The Need for Ultrafast Training
Duc Hoang
Domain-specialized FPGAs have delivered unprecedented performance for low-latency inference across scientific and industrial workloads, yet nearly all existing accelerators assume…