0vbb decay is a Beyond the Standard Model process that, if discovered, could prove the Majorana nature of neutrinos---that they are their own antiparticles. The Majorana Demonstrator (MJD) is one experiment searching for 0vbb decay using semiconductor detectors, however the nature of the waveform data produced by the detectors is such that they are unlabelled, and producing ground-truth labels...
We develop an automated pipeline to streamline neural architecture codesign for physics applications. Our method employs neural architecture search to enhance these models, including hardware costs, leading to the discovery of more hardware-efficient neural architectures. We exceed performance and show further speedup through model compression techniques such as quantization-aware-training and...
