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Thomas Randall

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#machine learning Preprint Sep 2026

Accelerating Transfer-Learning-Based Autotuning with Predictive LLVM IR Performance Ranking

This work proposes an autotuning framework that designs a machine learning-based ensemble LLVM Intermediate Representation ranker, Neural Configuration Scorer (NCS), which ranks the performance of IRs sampled by a transfer-learning-based autotuner, improving the efficiency of the tuning process by reducing tuning overh...

Md Arafat Hossain, Thomas Randall, Akashnil Dutta et al. · 0 citations

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