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Muhammad Shahbaz

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SPLIDT: Partitioned Decision Trees for Scalable Stateful Inference at Line RateNSDI '262026-05-04
SPLIDT implements partitioned decision trees on switches/SmartNICs by cutting trees into per-subtree partitions, training each subtree on fixed-size packet…
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OptiReduce: Resilient and Tail-Optimal AllReduce for Distributed Deep Learning in the...NSDI '252025-04-28
OptiReduce is a time‑bounded AllReduce system that trades guaranteed delivery for bounded loss and faster completion: it implements an unreliable bounded…
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Caravan: Practical Online Learning of In-Network ML Models with Labeling Agents18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
CARAVAN is a prototype system that uses labeling agents (off‑the‑shelf foundation models like GPT‑4 via API) to generate noisy labels (70–80% accuracy) for…
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The nanoPU: A Nanosecond Network Stack for Datacenters15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21)2021-07-14
Prototype integrates NIC and CPU on FPGA, adds a register-file fast path that places incoming messages into CPU registers, and a hardware thread scheduler that…
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