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Yuhan Liu

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DroidSpeak: KV Cache Sharing Across Fine-tuned Model VariantsNSDI '262026-05-04
DroidSpeak enables KV cache reuse across fine‑tuned variants of the same architecture by profiling model pairs to find a small set of critical layers (about…
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ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML...18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Paper builds ChameleonAPI that parses app code to extract a decision-making summary, then uses it to construct an application-specific loss function and…
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GRACE: Loss-Resilient Real-Time Video through Neural Codecs21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
A neural video codec that jointly trains encoder and decoder under simulated packet losses and randomly zeroed tensor partitions yields graceful quality…
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Run-Time Prevention of Software Integration Failures of Machine Learning APIsOOPSLA 20232023-10-23
SmartGear is a run-time adapter that sits between ML cloud APIs and application code, inserted via bytecode instrumentation, that detects…
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