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Kezhao Huang

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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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PUZZLE: Efficiently Aligning Large Language Models through Light-Weight Context...USENIX ATC 20242024-07-10
PUZZLE implements a two-dimensional model-orchestration system that reduces context-switch overhead during RLHF by adding time-sharing within stages and a…
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EINNET: Optimizing Tensor Programs with Derivation-Based TransformationsOSDI 20232023-07-10
EinNet claims a larger optimizer search space by turning tensor programs into tensor expressions and applying derivation-based tensor expression…
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