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Kunle Olukotun

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titleconferencedate
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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Tags: A Framework for Distributed Event OrderingPLARCH 20232023-06-17
Proposes Tags, an abstract token-credit model for reconfigurable dataflow accelerators that concretely defines publish/update/ready functions and per-edge…
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Challenges with Hardware-Software Co-design for Sparse Machine Learning on (...) DataflowPLARCH 20232023-06-17
Extends the Sparse Abstract Machine (SAM) and a dataflow accelerator model to handle real ML models, adds new hardware primitives (filter block, unary-value…
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Mosaic: An Interoperable Compiler for Tensor AlgebraPLDI 20232023-06-17
Mosaic is a Taco-based compiler that binds tensor expressions to external library or compiler functions via a scheduling API, substitutes bound subexpressions…
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Compilation of Sparse Array Programming ModelsOOPSLA 20212021-10-17
A compiler built on TACO generates C-like code from array index notation and a format language that supports arbitrary fill values, lifts operators into an…
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