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Publications

Amazon is a great place to do science and have real business impact, but that’s only one part of the story. Amazon scientists continue to publish, teach, and engage with the worldwide research community.
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  • Knowledge management and data quality
    SuperPart: Supervised graph partitioning for record linkage 
    Year: 2018
    Author: Russell Reas, Stephen Ash, Robert A. Barton, Andrew Borthwick
    Conference: ICDM 2018
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  • Natural language processing
    Supervised Domain Enablement Attention for Personalized Domain Classification
    Year: 2018
    Author: Joo-Kyung Kim, Young-Bum Kim
    Conference: EMNLP 2018
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  • Software systems and engineering
    On Challenges in Machine Learning Model Management
    Author: Sebastian Schelter, Felix Biessmann, Tim Januschowski, David Salinas, Stephan Seufert, Gyuri Szarvas
    Conference: IEEE Data Engineering Bulletin
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  • Robotics
    Persistent and Robust Execution of MAPF Schedules in Warehouses
    Author: Wolfgang Hönig, Scott Kiesel, Andrew Tinka, Joseph W. Durham, and Nora Ayanian
    Conference: IEEE Robotics and Automation Letters
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  • Software systems and engineering
    Scalable Automated System For Benchmarking User Experience with Smart Devices
    Year: 2019
    Author: Zongyi Liu
    Conference: ICCE 2019
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  • Natural language processing
    Learning to Segment Inputs for NMT Shows Preference for Character-Level Processing
    Year: 2019
    Author: Julia Kreutzer and Artem Sokolov
    Conference: AAAI 2019
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  • Natural language processing
    Contextual Topic Modeling for Conversational Agents
    Year: 2018
    Author: Behnam Hedayatnia, Chandra Khatri, Rahul Goel, Anu Venkatesh, Angeliki Metallinou
    Conference: SLT 2018
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  • Natural language processing
    Coupled Representation Learning for domains, intents and slots in Spoken Language Understanding 
    Year: 2018
    Author: Jihwan Lee
    Conference: SLT 2018
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  • Natural language processing
    Scalable language model adaptation for spoken dialogue systems 
    Year: 2018
    Author: Ankur Gandhe, Ariya Rastrow, Bjorn Hoffmeister 
    Conference: SLT 2018
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  • Natural language processing
    Direct optimization of F-measure for retrieval-based personal question answering
    Year: 2018
    Author: Rasool Fakoor, Amanjit Kainth, Siamak Shakeri, Christopher Winestock, Abdel-rahman Mohamed, Ruhi Sarikaya 
    Conference: SLT 2018
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