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Mosharaf Chowdhury

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  • NSDI3 editions2019–2023

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titleconferencedate
Kareus: Joint Reduction of Dynamic and Static Energy in Large Model Training20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
Kareus jointly optimizes GPU frequency, SM allocation and launch timing, and kernel scheduling using multi-objective Bayesian optimization per partition to…
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Managing Memory Tiers with CXL in Virtualized Environments18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Introduces Intel Flat Memory Mode, a hardware-managed, cacheline-granular CXL tier that acts as a direct-map exclusive cache with zero CPU overhead and…
Talk
Vulcan: Automatic Query Planning for Live ML Analytics21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
Vulcan automatically generates full query plans for live ML analytics by building pipelines, deciding filter order, and jointly optimizing operator placement…
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AdaEmbed: Adaptive Embedding for Large-Scale Recommendation ModelsOSDI 20232023-07-10
AdaEmbed is a system that performs in-training embedding pruning for DLRMs, ranking billions of embedding rows by runtime access frequency and a moving average…
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Zeus: Understanding and Optimizing GPU Energy Consumption of DNN TrainingNSDI 20232023-04-17
Zeus is an online optimizer that jointly tunes batch size and GPU power limit to minimize energy per target accuracy, using an exploration‑exploitation…
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ModelKeeper: Accelerating DNN Training via Automated Training WarmupNSDI 20232023-04-17
ModelKeeper automatically initializes new DNN training by transforming weights from previously trained models in a shared cluster, using structure-aware…
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Justitia: Software Multi-Tenancy in Hardware Kernel-Bypass Networks19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
Justitia inserts a software layer before hardware kernel-bypass NICs, splitting large sends into chunks and issuing them under a token bucket so the NIC’s…
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Hydra : Resilient and Highly Available Remote MemoryFAST '222022-02-22
Hydra is a remote-memory system that encodes 4 KB pages on-the-fly and serves reads/writes with single-digit μs latency by asynchronous encode/write, k+r…
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Oort: Efficient Federated Learning via Guided Participant Selection15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21)2021-07-14
Oort is a participant-selection framework that selects clients by a combined loss-over-duration utility score, using exploration/exploitation and uncertainty…
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Ship Compute or Ship Data? Why Not Both?NSDI ’212021-04-12
Kayak is a prototype that adaptively splits requests between a KV (ship data) path and an RPC (ship compute) path by tuning rate limit and request fraction…
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Effectively Prefetching Remote Memory with LeapUSENIX ATC '202020-07-15
Leap is a Linux kernel patch (tested on 4.4) that implements an online, majority-based prefetching algorithm plus a stripped data path that cuts out generic…
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Near Optimal Latency Versus Cost Tradeoffs in Geo Distributed StorageNSDI 20202020-02-25
Paper claims a concrete system-level win: by allowing erasure coding and reworking Paxos-style quorums the design called Pando cuts write latency from 120 ms…
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Sol: Fast Distributed Computation Over Slow NetworksNSDI 20202020-02-25
Sol is a federated execution engine that pushes tasks to site managers to hide hundreds-of-milliseconds control latency and decouples communication from…
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Tiresias: A GPU Cluster Manager for Distributed Deep LearningNSDI 20192019-02-26
Tiresias is a GPU cluster manager that actually implements two age‑based schedulers — Discretized Two‑Dimensional Gittins index (needs a prior distribution)…
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