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Resonance: Replacing Software Constants with Context-Aware Models in Real-time Communication


Nov 23, 2020
Jayant Gupchup, Ashkan Aazami, Yaran Fan, Senja Filipi, Tom Finley, Scott Inglis, Marcus Asteborg, Luke Caroll, Rajan Chari, Markus Cozowicz, Vishak Gopal, Vinod Prakash, Sasikanth Bendapudi, Jack Gerrits, Eric Lau, Huazhou Liu, Marco Rossi, Dima Slobodianyk, Dmitri Birjukov, Matty Cooper, Nilesh Javar, Dmitriy Perednya, Sriram Srinivasan, John Langford, Ross Cutler, Johannes Gehrke

* Workshop on ML for Systems at NeurIPS 2020, Accepted 

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Programming by Rewards


Jul 14, 2020
Nagarajan Natarajan, Ajaykrishna Karthikeyan, Prateek Jain, Ivan Radicek, Sriram Rajamani, Sumit Gulwani, Johannes Gehrke


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Lumos: A Library for Diagnosing Metric Regressions in Web-Scale Applications


Jun 23, 2020
Jamie Pool, Ebrahim Beyrami, Vishak Gopal, Ashkan Aazami, Jayant Gupchup, Jeff Rowland, Binlong Li, Pritesh Kanani, Ross Cutler, Johannes Gehrke


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The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Testing Framework, and Challenge Results


May 29, 2020
Chandan K. A. Reddy, Vishak Gopal, Ross Cutler, Ebrahim Beyrami, Roger Cheng, Harishchandra Dubey, Sergiy Matusevych, Robert Aichner, Ashkan Aazami, Sebastian Braun, Puneet Rana, Sriram Srinivasan, Johannes Gehrke

* Interspeech 2020. arXiv admin note: substantial text overlap with arXiv:2001.08662 

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Qd-tree: Learning Data Layouts for Big Data Analytics


Apr 22, 2020
Zongheng Yang, Badrish Chandramouli, Chi Wang, Johannes Gehrke, Yinan Li, Umar Farooq Minhas, Per-Åke Larson, Donald Kossmann, Rajeev Acharya

* ACM SIGMOD 2020 

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The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Speech Quality and Testing Framework


Jan 23, 2020
Chandan K. A. Reddy, Ebrahim Beyrami, Harishchandra Dubey, Vishak Gopal, Roger Cheng, Ross Cutler, Sergiy Matusevych, Robert Aichner, Ashkan Aazami, Sebastian Braun, Puneet Rana, Sriram Srinivasan, Johannes Gehrke

* Details about Deep Noise Suppression Challenge 

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Reinforcement learning for bandwidth estimation and congestion control in real-time communications


Dec 04, 2019
Joyce Fang, Martin Ellis, Bin Li, Siyao Liu, Yasaman Hosseinkashi, Michael Revow, Albert Sadovnikov, Ziyuan Liu, Peng Cheng, Sachin Ashok, David Zhao, Ross Cutler, Yan Lu, Johannes Gehrke

* Workshop on ML for Systems at NeurIPS 2019 

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A scalable noisy speech dataset and online subjective test framework


Sep 17, 2019
Chandan K. A. Reddy, Ebrahim Beyrami, Jamie Pool, Ross Cutler, Sriram Srinivasan, Johannes Gehrke

* InterSpeech 2019 

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Supervised Classifiers for Audio Impairments with Noisy Labels


Jul 03, 2019
Chandan K A Reddy, Ross Cutler, Johannes Gehrke

* To appear in INTERSPEECH 2019 

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ALEX: An Updatable Adaptive Learned Index


May 21, 2019
Jialin Ding, Umar Farooq Minhas, Hantian Zhang, Yinan Li, Chi Wang, Badrish Chandramouli, Johannes Gehrke, Donald Kossmann, David Lomet


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Sparse Partially Linear Additive Models


Mar 27, 2018
Yin Lou, Jacob Bien, Rich Caruana, Johannes Gehrke

* Corrected typos 

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Learning State Representations for Query Optimization with Deep Reinforcement Learning


Mar 22, 2018
Jennifer Ortiz, Magdalena Balazinska, Johannes Gehrke, S. Sathiya Keerthi


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A Quantitative Evaluation Framework for Missing Value Imputation Algorithms


Nov 10, 2013
Vinod Nair, Rahul Kidambi, Sundararajan Sellamanickam, S. Sathiya Keerthi, Johannes Gehrke, Vijay Narayanan

* 9 pages 

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