Anand Iyer
@anandpiyer
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Assistant Professor @GeorgiaTech @gatech_scs. Previously Researcher @MSFTResearch, CS PhD @UCBerkeley
Joined March 2012
Dynamic Graph Neural Networks (DGNNs) can be really useful in many domains, but they are hard to scale. Our new work shows how to achieve an *order of magnitude* speedup when training DGNNs! Joint work with awesome folks Mingyu Guan and Taesoo Kim!
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Serving GNNs on large graphs is challenging due to the high communication, computation, and memory overheads. Our new work, Omega, shows how to solve this. Joint work with awesome collaborators @daehyeok_kim, @adityaakella and amazing students!
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@LambdaShi @TheOfficialACM @gtcomputing @gatech_scs Thanks for applying @LambdaShi. Wish you good luck with your applications!
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We are fast approaching the PhD application deadline this cycle (Dec 15 for @GeorgiaTech @gatech_scs, we're hiring so consider us if you're interested in systems!), good luck to all applicants!! #AcademicTwitter
It's PhD application season again. I'll be on the look out for motivated students. Located in the vibrant city of Atlanta, @GeorgiaTech @gatech_scs is a top 5 school with an awesome set of people. Apply by Dec 15 and mention my name!
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@mehdi190gym @GeorgiaTech @gatech_scs Of course, everyone is welcome to apply! Good luck with your applications!
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MoEs promise reduced parameter activation, but in practice invoke all experts during batched inference. With my awesome students @vima_gupta, Kartik Sinha & collaborator Ada Gavrilovska, we show how MoEs can fulfill their promise in a workload-agnostic way
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I'm really looking forward to meeting people at @TheOfficialACM #SOSP 2024. If you're around, come say hi!
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Our work on accelerating distributed GNN training leveraging a communication-efficient partition refinement scheme and a better caching strategy has been accepted at @TheOfficialACM #CoNEXT 2024!
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Our work on accelerating DNN inference on low-cost edges has been accepted to appear at Eurosys 25! Joint work with TanmoySen and HaiyingShen! @ACM @EuroSysConf #eurosys
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In an hour, @ShubhaSudipta will present our work on resource optimized ML inference by avoiding GPU interference at @usenix #osdi #osdi24. If you're around, please attend the talk and ask him about our work!
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Our work on avoiding GPU interference for achieving resource optimized ML inference has been accepted to appear at #osdi #osdi24! Joint work with awesome folks @ShubhaSudipta and HaiyingShen!
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