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cs.PF2025★ 1 cited
Profiling Large Language Model Inference on Apple Silicon: A Quantization Perspective
Afsara Benazir, Felix Xiaozhu Lin
A systematic understanding of Apple Silicon is lacking in the current landscape of hardware efficiency; research focus is largely centered on accelerating GPUs for large-scale trai…
cs.OS2025
Proto: A Guided Journey through Modern OS Construction
Wonkyo Choe, Rongxiang Wang, Afsara Benazir +1
Proto is a new instructional OS that runs on commodity, portable hardware. It showcases modern features, including per-app address spaces, threading, commodity filesystems, USB, DM…
eess.AS2025
Safeguarding Privacy in Edge Speech Understanding with Tiny Foundation Models
Afsara Benazir, Felix Xiaozhu Lin
Robust speech recognition systems rely on cloud service providers for inference. It needs to ensure that an untrustworthy provider cannot deduce the sensitive content in speech. Sa…