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12/22/2020
A Second-Order Approach to Learning with Instance-Dependent Label Noise
The presence of label noise often misleads the training of deep neural n...
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10/24/2020
Federated Bandit: A Gossiping Approach
In this paper, we study Federated Bandit, a decentralized Multi-Armed Ba...
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10/05/2020
Learning with Instance-Dependent Label Noise: A Sample Sieve Approach
Human-annotated labels are often prone to noise, and the presence of suc...
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10/05/2020
Policy Learning Using Weak Supervision
Most existing policy learning solutions require the learning agents to r...
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06/27/2018
Online optimal task offloading with one-bit feedback
Task offloading is an emerging technology in fog-enabled networks. It al...
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04/20/2018