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10/11/2021
A Survey on Proactive Customer Care: Enabling Science and Steps to Realize it
In recent times, advances in artificial intelligence (AI) and IoT have e...
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06/18/2021
Evolving GANs: When Contradictions Turn into Compliance
Limited availability of labeled-data makes any supervised learning probl...
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05/17/2021
DOC3-Deep One Class Classification using Contradictions
This paper introduces the notion of learning from contradictions (a.k.a ...
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07/27/2020
Stabilizing Bi-Level Hyperparameter Optimization using Moreau-Yosida Regularization
This research proposes to use the Moreau-Yosida envelope to stabilize th...
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11/02/2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective
The current paradigm for using machine learning models on a device is to...
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10/15/2019
Variable Metric Proximal Gradient Method with Diagonal Barzilai-Borwein Stepsize
Variable metric proximal gradient (VM-PG) is a widely used class of conv...
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09/21/2019
Single Class Universum-SVM
This paper extends the idea of Universum learning [1, 2] to single-class...
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08/23/2018