G. Floros

FINNAS: FINN-Guided Hardware-Aware NAS and Pruning for FPGA Jet Substructure Classification

FPGAs are well suited to deploying quantised neural networks (QNNs) under strict accuracy, latency, and resource constraints; however, identifying efficient model-accelerator combinations commonly requires extensive manual design-space exploration and repeated hardware synthesis. This paper presents FINNAS, a FINN-guid...