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mTuner: Accelerating Parameter-Efficient Fine-Tuning on Multi-GPU Servers with...USENIX ATC '252025-07-07
mTuner implements an Elastic Tensor abstraction that exposes four tunable operations — gather, discard, execute, checkpoint — and a one‑time schedule search to…
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HypeReca: Distributed Heterogeneous In-Memory Embedding Database for Training...USENIX ATC '252025-07-07
HypeReca is a distributed in-memory key‑value embedding database that uses both GPU and CPU memory, implements decentralized indexing tables (DIT) with a local…
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SmartMoE: Efficiently Training Sparsely-Activated Models through Combiningand...USENIX ATC '232023-07-10
SmartMoE is an automatic system that combines two-stage parallelization (offline pool construction + online selection) with a data-sensitive performance model…
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