2 papers
cs.LG2023
StitchNet: Composing Neural Networks from Pre-Trained Fragments
Surat Teerapittayanon, Marcus Comiter, Brad McDanel +1
We propose StitchNet, a novel neural network creation paradigm that stitches together fragments (one or more consecutive network layers) from multiple pre-trained neural networks.…
cs.LG2019
CheckNet: Secure Inference on Untrusted Devices
Marcus Comiter, Surat Teerapittayanon, H. T. Kung
We introduce CheckNet, a method for secure inference with deep neural networks on untrusted devices. CheckNet is like a checksum for neural network inference: it verifies the integ…