Collaborative coded computation offloading: an all-pay auction approach
As the amount of data collected for crowdsensing applications increases rapidly due to
improved sensing capabilities and the increasing number of Internet of Things (IoT) devices …
improved sensing capabilities and the increasing number of Internet of Things (IoT) devices …
A game-theoretic approach towards collaborative coded computation offloading
Coded distributed computing (CDC) has emerged as a promising approach because it
enables computation tasks to be carried out in a distributed manner while mitigating …
enables computation tasks to be carried out in a distributed manner while mitigating …
Deep-learning based auction resource allocation in coded computation offloading for Internet-of-Things
Edge computing has been a promising approach that allows resource-constrained Internet-
of-Things (IoT) devices to offload their computation-intensive tasks to the edge of the …
of-Things (IoT) devices to offload their computation-intensive tasks to the edge of the …
Incentive mechanism design for distributed coded machine learning
A distributed machine learning platform needs to recruit many heterogeneous worker nodes
to finish computation simultaneously. As a result, the overall performance may be degraded …
to finish computation simultaneously. As a result, the overall performance may be degraded …
Dynamic heterogeneity-aware coded cooperative computation at the edge
Y Keshtkarjahromi, Y Xing… - 2018 IEEE 26th …, 2018 - ieeexplore.ieee.org
Cooperative computation is a promising approach for localized data processing at the edge,
eg, for Internet of Things (IoT). Cooperative computation advocates that computationally …
eg, for Internet of Things (IoT). Cooperative computation advocates that computationally …
Adaptive and heterogeneity-aware coded cooperative computation at the edge
Y Keshtkarjahromi, Y Xing… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Cooperative computation is a promising approach for localized data processing at the edge,
eg, for Internet of Things (IoT). Cooperative computation advocates that computationally …
eg, for Internet of Things (IoT). Cooperative computation advocates that computationally …
Coded distributed computing with predictive heterogeneous user demands: A learning auction approach
Coded distributed computing (CDC) has shown great potentials to solve the unexpected
delay caused by stragglers in distributed computing. In this paper, we focus on the auction …
delay caused by stragglers in distributed computing. In this paper, we focus on the auction …
Opportunistic coded distributed computing: An evolutionary game approach
Task offloading has been proposed and studied to overcome the problem of energy and
computation constrained terminals. Computationally intensive tasks are often parallelable …
computation constrained terminals. Computationally intensive tasks are often parallelable …
Secure coded computation for efficient distributed learning in mobile IoT
Y Yang, RGL D'Oliveira, S El Rouayheb… - 2021 18th Annual …, 2021 - ieeexplore.ieee.org
Distributed computation plays an essential role in cloud and edge computing. Data such as
images, audio, and text can be represented as matrices to facilitate efficient computation …
images, audio, and text can be represented as matrices to facilitate efficient computation …
Coded distributed computing with node cooperation substantially increases speedup factors
This work explores a distributed computing setting where K nodes are assigned fractions
(subtasks) of a computational task in order to perform the computation in parallel. In this …
(subtasks) of a computational task in order to perform the computation in parallel. In this …