QORE http://qore.doc.ic.ac.uk Quality of Service Research Lab Tue, 05 Apr 2022 12:33:15 +0000 en-GB hourly 1 CAROL Accepted in DSN 2022 http://qore.doc.ic.ac.uk/2022/04/05/carol-accepted-in-dsn-2022/ Tue, 05 Apr 2022 12:33:15 +0000 https://qore.doc.ic.ac.uk/?p=3680
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Paper Presented at MASCOTS 2021 http://qore.doc.ic.ac.uk/2021/12/20/paper-presented-at-mascots-2021/ Mon, 20 Dec 2021 21:01:10 +0000 https://qore.doc.ic.ac.uk/?p=3664
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GOSH Accepted in IEEE TPDS http://qore.doc.ic.ac.uk/2021/12/18/gosh-accepted-in-ieee-tpds/ Sat, 18 Dec 2021 17:04:27 +0000 https://qore.doc.ic.ac.uk/?p=3660
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MCDS Accepted in IEEE TPDS http://qore.doc.ic.ac.uk/2021/12/15/mcds-accepted-in-ieee-tpds/ Wed, 15 Dec 2021 15:28:21 +0000 https://qore.doc.ic.ac.uk/?p=3647
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PreGAN Accepted at IEEE Infocom 2022 http://qore.doc.ic.ac.uk/2021/12/07/pregan-accepted-at-ieee-infocom-2022/ Tue, 07 Dec 2021 12:28:53 +0000 https://qore.doc.ic.ac.uk/?p=3605
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New Paper on Layered Systems in IEEE MASCOTS http://qore.doc.ic.ac.uk/2021/11/27/new-layered-systems-paper-in-mascots/ Sat, 27 Nov 2021 14:03:13 +0000 https://qore.doc.ic.ac.uk/?p=3590 How can ML benefit Queueing? Our recent work on response time analysis in layered systems using Mixture Density Networks (MDNs) has recently appeared at IEEE MASCOTS 2021. Check out the paper here: https://bit.ly/3CVXsJJ.

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START Accepted in IEEE TSC http://qore.doc.ic.ac.uk/2021/11/26/start-accepted-in-ieee-tsc/ Fri, 26 Nov 2021 08:21:11 +0000 https://qore.doc.ic.ac.uk/?p=3587 Our recent work on straggler prediction and mitigation in cloud datacenters using neural networks has been accepted at the IEEE Transactions on Services Computing. Check out the paper here: https://arxiv.org/pdf/2111.10241.pdf.

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TauSSA Accepted in TOSME’21 http://qore.doc.ic.ac.uk/2021/11/12/taussa-accepted-in-tosme21/ Fri, 12 Nov 2021 15:36:19 +0000 https://qore.doc.ic.ac.uk/?p=3583 We are glad to announce that our work “TauSSA, a simulator for memoryless queueing networks using tau leaping and SSA”, was presented earlier today at TOSME 2021. Visit: https://www.performance2021.deib.polimi.it/wp-content/uploads/2021/11/TOSME21_paper_9.pdf.

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New Paper in Workshop on ML for Systems @ NeurIPS’21 http://qore.doc.ic.ac.uk/2021/11/04/new-paper-in-workshop-on-ml-for-systems-neurips21/ Thu, 04 Nov 2021 14:04:18 +0000 https://qore.doc.ic.ac.uk/?p=3575 Read more »]]> One of the emerging ideas at the intersection of generative neural networks and edge computing, introducing Generative Optimization Networks (GONs) for memory-efficient data generation. Our latest paper, accepted in the Workshop on ML for Systems @ NeurIPS 2021, presents GONs for anomaly detection in resource constrained edge devices with significantly lower memory footprint than traditional GANs. Visit: https://arxiv.org/abs/2110.02912. Explanatory video: https://youtu.be/NN79i7hB3-s.

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HUNTER Accepted in Elsevier JSS http://qore.doc.ic.ac.uk/2021/11/04/hunter-accepted-in-elsevier-jss/ Thu, 04 Nov 2021 13:59:40 +0000 https://qore.doc.ic.ac.uk/?p=3569 Read more »]]> We are happy to announce that our recent research work “HUNTER: AI based Holistic Resource Management for Sustainable Cloud Computing” has been accepted for publication in Elsevier Journal of Systems and Software (https://www.sciencedirect.com/science/article/abs/pii/S0164121221002211). This is a collaborative work on sustainable cloud computing using energy efficient scheduling based on COSCO and Graph Neural Networks. Try our code: https://github.com/imperial-qore/COSCO/tree/ggcn.

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