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Transferable Graph Optimizers for ML Compilers

Oct 21, 2020
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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Chip Placement with Deep Reinforcement Learning

Apr 22, 2020
Azalia Mirhoseini, Anna Goldie, Mustafa Yazgan, Joe Jiang, Ebrahim Songhori, Shen Wang, Young-Joon Lee, Eric Johnson, Omkar Pathak, Sungmin Bae, Azade Nazi, Jiwoo Pak, Andy Tong, Kavya Srinivasa, William Hang, Emre Tuncer, Anand Babu, Quoc V. Le, James Laudon, Richard Ho, Roger Carpenter, Jeff Dean


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Placement Optimization with Deep Reinforcement Learning

Mar 18, 2020
Anna Goldie, Azalia Mirhoseini

* International Symposium on Physical Design (ISPD), 2020 

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Generalized Clustering by Learning to Optimize Expected Normalized Cuts

Oct 16, 2019
Azade Nazi, Will Hang, Anna Goldie, Sujith Ravi, Azalia Mirhoseini


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GDP: Generalized Device Placement for Dataflow Graphs

Sep 28, 2019
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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GAP: Generalizable Approximate Graph Partitioning Framework

Mar 02, 2019
Azade Nazi, Will Hang, Anna Goldie, Sujith Ravi, Azalia Mirhoseini


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Generating High-Quality and Informative Conversation Responses with Sequence-to-Sequence Models

Jul 31, 2017
Louis Shao, Stephan Gouws, Denny Britz, Anna Goldie, Brian Strope, Ray Kurzweil

* To appear in EMNLP 2017 

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Massive Exploration of Neural Machine Translation Architectures

Mar 21, 2017
Denny Britz, Anna Goldie, Minh-Thang Luong, Quoc Le

* 9 pages, 2 figures, 8 tables, submitted to ACL 2017, open source code at https://github.com/google/seq2seq/ 

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