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09/25/2020
Resource-Constrained On-Device Learning by Dynamic Averaging
The communication between data-generating devices is partially responsib...
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01/03/2020
Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks
The performance of deep neural networks is often attributed to their aut...
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11/29/2019
A Reparameterization-Invariant Flatness Measure for Deep Neural Networks
The performance of deep neural networks is often attributed to their aut...
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11/28/2019
Communication-Efficient Distributed Online Learning with Kernels
We propose an efficient distributed online learning protocol for low-lat...
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11/28/2019
Adaptive Communication Bounds for Distributed Online Learning
We consider distributed online learning protocols that control the excha...
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11/15/2019
Information-Theoretic Perspective of Federated Learning
An approach to distributed machine learning is to train models on local ...
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07/01/2019
System Misuse Detection via Informed Behavior Clustering and Modeling
One of the main tasks of cybersecurity is recognizing malicious interact...
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11/30/2018
Corresponding Projections for Orphan Screening
We propose a novel transfer learning approach for orphan screening calle...
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10/08/2018
Effective Parallelisation for Machine Learning
We present a novel parallelisation scheme that simplifies the adaptation...
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07/09/2018