76 citations · 210 across the 6 of their papers we have counts for
3 papers · 1 filter
DaiMoN: A Decentralized Artificial Intelligence Model Network
Surat Teerapittayanon, H. T. Kung
We introduce DaiMoN, a decentralized artificial intelligence model network, which incentivizes peer collaboration in improving the accuracy of machine learning models for a given c…
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…
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference
Bradley McDanel, Surat Teerapittayanon, H. T. Kung
We propose the use of incomplete dot products (IDP) to dynamically adjust the number of input channels used in each layer of a convolutional neural network during feedforward infer…