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PrefixRL: Optimization of Parallel Prefix Circuits using Deep Reinforcement Learning



Rajarshi Roy , Jonathan Raiman , Neel Kant , Ilyas Elkin , Robert Kirby , Michael Siu , Stuart Oberman , Saad Godil , Bryan Catanzaro

* ACM/IEEE Design Automation Conference (DAC), 2021, pp. 853-858 
* Copyright 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works 

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AutoIP: A United Framework to Integrate Physics into Gaussian Processes



Da Long , Zheng Wang , Aditi Krishnapriyan , Robert Kirby , Shandian Zhe , Michael Mahoney


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Meta-Learning with Adjoint Methods



Shibo Li , Zheng Wang , Akil Narayan , Robert Kirby , Shandian Zhe


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Guiding Global Placement With Reinforcement Learning



Robert Kirby , Kolby Nottingham , Rajarshi Roy , Saad Godil , Bryan Catanzaro


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Physics Regularized Gaussian Processes



Zheng Wang , Wei Xing , Robert Kirby , Shandian Zhe


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Multi-Fidelity High-Order Gaussian Processes for Physical Simulation



Zheng Wang , Wei Xing , Robert Kirby , Shandian Zhe


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SDCNet: Video Prediction Using Spatially-Displaced Convolution



Fitsum A. Reda , Guilin Liu , Kevin J. Shih , Robert Kirby , Jon Barker , David Tarjan , Andrew Tao , Bryan Catanzaro

* Published in ECCV 2018 

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Large Scale Language Modeling: Converging on 40GB of Text in Four Hours



Raul Puri , Robert Kirby , Nikolai Yakovenko , Bryan Catanzaro

* 8 pages; To appear in High Performance Machine Learning Workshop (HPML) 2018 

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