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Private retrieval, computing, and learning: Recent progress and future challenges
Most of our lives are conducted in the cyberspace. The human notion of privacy translates
into a cyber notion of privacy on many functions that take place in the cyberspace. This …
into a cyber notion of privacy on many functions that take place in the cyberspace. This …
Adaptive verifiable coded computing: Towards fast, secure and private distributed machine learning
Stragglers, Byzantine workers, and data privacy are the main bottlenecks in distributed cloud
computing. Some prior works proposed coded computing strategies to jointly address all …
computing. Some prior works proposed coded computing strategies to jointly address all …
Group-wise verifiable coded computing under byzantine attacks and stragglers
Distributed computing has emerged as a promising solution for accelerating machine
learning training processes on large-scale datasets by leveraging the parallel processing …
learning training processes on large-scale datasets by leveraging the parallel processing …
Tessellated distributed computing
The work considers the $ N $-server distributed computing scenario with $ K $ users
requesting functions that are linearly-decomposable over an arbitrary basis of $ L $ real …
requesting functions that are linearly-decomposable over an arbitrary basis of $ L $ real …
Multi-user linearly-separable distributed computing
In this work, we explore the problem of multi-user linearly-separable distributed computation,
where servers help compute the desired functions (jobs) of users, and where each desired …
where servers help compute the desired functions (jobs) of users, and where each desired …
Secure private and adaptive matrix multiplication beyond the singleton bound
We consider the problem of designing secure and private codes for distributed matrix-matrix
multiplication. A master server owns two private matrices and hires worker nodes to help …
multiplication. A master server owns two private matrices and hires worker nodes to help …
Hierarchical group testing for byzantine attack identification in distributed matrix multiplication
Coded computing has proved its efficiency in handling a straggler issue in distributed
computing framework. It uses error correcting codes to mitigate the effect of the stragglers …
computing framework. It uses error correcting codes to mitigate the effect of the stragglers …
ApproxIFER: A model-agnostic approach to resilient and robust prediction serving systems
Due to the surge of cloud-assisted AI services, the problem of designing resilient prediction
serving systems that can effectively cope with stragglers and minimize response delays has …
serving systems that can effectively cope with stragglers and minimize response delays has …
Multi-user distributed computing via compressed sensing
The multi-user linearly-separable distributed computing problem is considered here, in
which N servers help to compute the real-valued functions requested by K users, where …
which N servers help to compute the real-valued functions requested by K users, where …
Coded computing via binary linear codes: Designs and performance limits
We consider the problem of coded distributed computing where a large linear computational
job, such as a matrix multiplication, is divided into smaller tasks, encoded using an linear …
job, such as a matrix multiplication, is divided into smaller tasks, encoded using an linear …