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AdaSpring: Context-adaptive and Runtime-evolutionary Deep Model Compression for Mobile ApplicationsUbiComp 20212021-09-21
A runtime system called AdaSpring bundles multiple compressed architectures and weights into a single retraining-free and self-evolutionary network and runs a…
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Context-aware Adaptive Surgery: A Fast and Effective Framework for Adaptative Model PartitionUbiComp 20212021-09-21
A retraining-free framework called CAS builds a Partition State Graph and runs a graph-based adaptive DNN surgery algorithm that starts from the last solution…
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Privacy Adversarial Network: Representation Learning for Mobile Data PrivacyUbiComp / ISWC 20202020-09-12
Introduces PAN, a device-side encoder trained with a utility discriminator and one or two adversaries to force representations to keep task-relevant signals…
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