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$α$NAS: Neural Architecture Search using Property Guided Synthesis



Charles Jin , Phitchaya Mangpo Phothilimthana , Sudip Roy


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Pathways: Asynchronous Distributed Dataflow for ML



Paul Barham , Aakanksha Chowdhery , Jeff Dean , Sanjay Ghemawat , Steven Hand , Dan Hurt , Michael Isard , Hyeontaek Lim , Ruoming Pang , Sudip Roy , Brennan Saeta , Parker Schuh , Ryan Sepassi , Laurent El Shafey , Chandramohan A. Thekkath , Yonghui Wu

* MLSys 2022 

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A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules



Xinfeng Xie , Prakash Prabhu , Ulysse Beaugnon , Phitchaya Mangpo Phothilimthana , Sudip Roy , Azalia Mirhoseini , Eugene Brevdo , James Laudon , Yanqi Zhou


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Equality Saturation for Tensor Graph Superoptimization



Yichen Yang , Phitchaya Mangpo Phothilimtha , Yisu Remy Wang , Max Willsey , Sudip Roy , Jacques Pienaar


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Transferable Graph Optimizers for ML Compilers



Yanqi Zhou , Sudip Roy , Amirali Abdolrashidi , Daniel Wong , Peter Ma , Qiumin Xu , Hanxiao Liu , Mangpo Phitchaya Phothilimtha , Shen Wang , Anna Goldie , Azalia Mirhoseini , James Laudon

* NeurIPS 2020 
* arXiv admin note: text overlap with arXiv:1910.01578 

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GDP: Generalized Device Placement for Dataflow Graphs



Yanqi Zhou , Sudip Roy , Amirali Abdolrashidi , Daniel Wong , Peter C. Ma , Qiumin Xu , Ming Zhong , Hanxiao Liu , Anna Goldie , Azalia Mirhoseini , James Laudon


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