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Author

Fredrik Kjolstad

2 papers indexed here

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Preprint Oct 2026

Cyclotron: A Recurrence Language for Expressing Interprocessor Communication

We present Cyclotron, a compiler that expresses streaming dataflow algorithms using recurrence equations, which are then compiled to distributed topologies of interlinked processors. Our compiler lowers a language of recurrences over logical iteration spaces into per-processor programs of sends, receives, and computati...

Shiv Sundram, Akhilesh Balasingam, Nathan Zhang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Design Docs Are All You Need: An AI-native Machine-Learning Performance Tool

SMART is described, a rigorous symbolic performance-modeling library for ML systems whose main branch contains almost no code, and Regenerated implementations reproduce hand-audited reference models to round-off precision, suggesting that design docs can be the durable artifact for ML-systems co-design tools.

Samuel Kushnir, Kimia Noorbakhsh, Kavya Sreedhar et al. · 0 citations

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