Cascaded Coded Distributed Computing Schemes Based on Placement Delivery Arrays
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DOI: 10.1109/access.2020.3043825
Abstract: Li et al. introduced coded distributed computing (CDC) scheme to reduce the communication load in general distributed computing frameworks such as MapReduce. They also proposed cascaded CDC schemes where each output function is computed multiple… read more here.
Keywords: placement delivery; distributed computing; coded distributed; delivery arrays ... See more keywords
Collaborative Coded Distributed Computing Scheme: A Two-Phase Cooperative Game Approach
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3252559
Abstract: As a modern communication paradigm, Artificial intelligence based Internet of Things (AIoT) can provide an interactive platform across the globe to enrich the quality of networking services. With the AIoT paradigm, coded distributed computing (CDC)… read more here.
Keywords: cooperative game; phase; distributed computing; game ... See more keywords
Distributed Decoding for Coded Distributed Computing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3138855
Abstract: In distributed computing, when a large number of helper nodes assist a master node to finish a large task, the main challenge is when some of these helpers straggle. Several coded distributed computing schemes exist… read more here.
Keywords: distributed computing; decoding coded; distributed decoding; coded distributed ... See more keywords
Coded Distributed Computing With Predictive Heterogeneous User Demands: A Learning Auction Approach
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal on Selected Areas in Communications"
DOI: 10.1109/jsac.2022.3180811
Abstract: 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 design for efficient resource allocation in CDC. Specifically, we… read more here.
Keywords: heterogeneous user; user demands; distributed computing; coded distributed ... See more keywords
On Implementation of Parallel Map and Shuffle Phases for Coded Distributed Computing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2021.3125800
Abstract: In this letter, we consider the MapReduce-type distributed system and jointly design the Map and Shuffle phases of the coded distributed computing (CDC) scheme proposed by Li, et al. By delicately setting the order of… read more here.
Keywords: shuffle phases; map shuffle; distributed computing; coded distributed ... See more keywords
Coded Distributed Gaussian Process Regression
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2022.3208969
Abstract: In this letter, we propose a coded load balancing method for distributed Gaussian process regression over heterogeneous wireless networks, where users with diverse computational and communications capabilities may offload excessive training data onto a computationally… read more here.
Keywords: coded distributed; distributed gaussian; process regression; gaussian process ... See more keywords
Cascaded Coded Distributed Computing Schemes Based on Symmetric Designs
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Communications"
DOI: 10.1109/tcomm.2022.3211932
Abstract: Coded distributed computing (CDC) is an efficient method to reduce the communication load in general distributed computing frameworks such as MapReduce. In these systems, one usually needs to split the data set into disjoint files… read more here.
Keywords: communication load; distributed computing; symmetric designs; coded distributed ... See more keywords
Distributed Encoding and Updating for SAZD Coded Distributed Training
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2023.3276888
Abstract: Linear combination (LC) based coded distributed computing (CDC) suffers from the problem of poor numerical stability. Therefore, LC-CDC based model parallel (MP) training for a deep nueral network (DNN) may have poor accuracy. To enhance… read more here.
Keywords: cdc; sazd cdc; encoding updating; coded distributed ... See more keywords