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Cocoon: A System Architecture for Differentially Private Training with Correlated Noises20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
Cocoon presents a system that stores and computes correlated noises across GPU, CPU, and a CXL near‑memory processor to avoid the 14× slowdowns observed when a…
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Duhu: Shared Disaggregated Memory for Distributed Data Processing Frameworks20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
A system that replaces per-node object copying with a segmented, owner-assigned SDM layout and an in‑SDM ring‑buffer RPC channel, implemented on a prototype…
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