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01/05/2023
StitchNet: Composing Neural Networks from Pre-Trained Fragments
We propose StitchNet, a novel neural network creation paradigm that stit...
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07/19/2019
DaiMoN: A Decentralized Artificial Intelligence Model Network
We introduce DaiMoN, a decentralized artificial intelligence model netwo...
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06/17/2019
CheckNet: Secure Inference on Untrusted Devices
We introduce CheckNet, a method for secure inference with deep neural ne...
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10/21/2017
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference
We propose the use of incomplete dot products (IDP) to dynamically adjus...
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09/06/2017
Embedded Binarized Neural Networks
We study embedded Binarized Neural Networks (eBNNs) with the aim of allo...
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09/06/2017
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks
Deep neural networks are state of the art methods for many learning task...
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09/06/2017