Sudip Roy

Publication Activity (10 Years)

Years Active: 2008-2022
Publications (10 Years): 21

Top Topics

Locking Protocol

Distributed Constraint Satisfaction

Machine Learning

Top Venues

SIGMOD Conference

Proc. ACM Program. Lang.

Publications

Charles Jin, Phitchaya Mangpo Phothilimthana, Sudip Roy
Neural architecture search using property guided synthesis. Proc. ACM Program. Lang. 6 (OOPSLA2) (2022)
Xinfeng Xie, Prakash Prabhu, Ulysse Beaugnon, Phitchaya Mangpo Phothilimthana, Sudip Roy, Azalia Mirhoseini, Eugene Brevdo, James Laudon, Yanqi Zhou
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules. MLSys (2022)
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
Pathways: Asynchronous Distributed Dataflow for ML. MLSys (2022)
Charles Jin, Phitchaya Mangpo Phothilimthana, Sudip Roy
αNAS: Neural Architecture Search using Property Guided Synthesis. CoRR (2022)
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
Pathways: Asynchronous Distributed Dataflow for ML. CoRR (2022)
Samuel J. Kaufman, Phitchaya Mangpo Phothilimthana, Yanqi Zhou, Charith Mendis, Sudip Roy, Amit Sabne, Mike Burrows
A Learned Performance Model for Tensor Processing Units. MLSys (2021)
Xinfeng Xie, Prakash Prabhu, Ulysse Beaugnon, Phitchaya Mangpo Phothilimthana, Sudip Roy, Azalia Mirhoseini, Eugene Brevdo, James Laudon, Yanqi Zhou
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules. CoRR (2021)
Phitchaya Mangpo Phothilimthana, Amit Sabne, Nikhil Sarda, Karthik Srinivasa Murthy, Yanqi Zhou, Christof Angermueller, Mike Burrows, Sudip Roy, Ketan Mandke, Rezsa Farahani, Yu Emma Wang, Berkin Ilbeyi, Blake A. Hechtman, Bjarke Roune, Shen Wang, Yuanzhong Xu, Samuel J. Kaufman
A Flexible Approach to Autotuning Multi-Pass Machine Learning Compilers. PACT (2021)
Yichen Yang, Phitchaya Mangpo Phothilimthana, Yisu Remy Wang, Max Willsey, Sudip Roy, Jacques Pienaar
Equality Saturation for Tensor Graph Superoptimization. MLSys (2021)
Yichen Yang, Mangpo Phitchaya Phothilimtha, Yisu Remy Wang, Max Willsey, Sudip Roy, Jacques Pienaar
Equality Saturation for Tensor Graph Superoptimization. CoRR (2021)
Yanqi Zhou, Sudip Roy, AmirAli Abdolrashidi, Daniel Wong, Peter C. Ma, Qiumin Xu, Hanxiao Liu, Mangpo Phitchaya Phothilimtha, Shen Wang, Anna Goldie, Azalia Mirhoseini, James Laudon
Transferable Graph Optimizers for ML Compilers. NeurIPS (2020)
Emily Caveness, Paul Suganthan G. C., Zhuo Peng, Neoklis Polyzotis, Sudip Roy, Martin Zinkevich
TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines. SIGMOD Conference (2020)
Yanqi Zhou, Sudip Roy, AmirAli Abdolrashidi, Daniel Lin-Kit Wong, Peter C. Ma, Qiumin Xu, Azalia Mirhoseini, James Laudon
A Single-Shot Generalized Device Placement for Large Dataflow Graphs. IEEE Micro 40 (5) (2020)
Yanqi Zhou, Sudip Roy, AmirAli Abdolrashidi, Daniel Wong, Peter C. Ma, Qiumin Xu, Hanxiao Liu, Mangpo Phitchaya Phothilimtha, Shen Wang, Anna Goldie, Azalia Mirhoseini, James Laudon
Transferable Graph Optimizers for ML Compilers. CoRR (2020)
Eric Breck, Neoklis Polyzotis, Sudip Roy, Steven Whang, Martin Zinkevich
Data Validation for Machine Learning. MLSys (2019)
Yanqi Zhou, Sudip Roy, AmirAli Abdolrashidi, Daniel Lin-Kit Wong, Peter C. Ma, Qiumin Xu, Ming Zhong, Hanxiao Liu, Anna Goldie, Azalia Mirhoseini, James Laudon
GDP: Generalized Device Placement for Dataflow Graphs. CoRR (2019)
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
Data Lifecycle Challenges in Production Machine Learning: A Survey. SIGMOD Rec. 47 (2) (2018)
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
Data Management Challenges in Production Machine Learning. SIGMOD Conference (2017)
Denis Baylor, Eric Breck, Heng-Tze Cheng, Noah Fiedel, Chuan Yu Foo, Zakaria Haque, Salem Haykal, Mustafa Ispir, Vihan Jain, Levent Koc, Chiu Yuen Koo, Lukasz Lew, Clemens Mewald, Akshay Naresh Modi, Neoklis Polyzotis, Sukriti Ramesh, Sudip Roy, Steven Euijong Whang, Martin Wicke, Jarek Wilkiewicz, Xin Zhang, Martin Zinkevich
TFX: A TensorFlow-Based Production-Scale Machine Learning Platform. KDD (2017)
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
Goods: Organizing Google's Datasets. SIGMOD Conference (2016)
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
Managing Google's data lake: an overview of the Goods system. IEEE Data Eng. Bull. 39 (3) (2016)
Sudip Roy, Lucja Kot, Gabriel Bender, Bailu Ding, Hossein Hojjat, Christoph Koch, Nate Foster, Johannes Gehrke
The Homeostasis Protocol: Avoiding Transaction Coordination Through Program Analysis. SIGMOD Conference (2015)
Sudip Roy, Arnd Christian König, Igor Dvorkin, Manish Kumar
PerfAugur: Robust diagnostics for performance anomalies in cloud services. ICDE (2015)
Sudip Roy, Lucja Kot, Nate Foster, Johannes Gehrke, Hossein Hojjat, Christoph Koch
Writes that Fall in the Forest and Make no Sound: Semantics-Based Adaptive Data Consistency. CoRR (2014)
Sudip Roy, Lucja Kot, Christoph Koch
Quantum Databases. CIDR (2013)
Nitin Gupta, Lucja Kot, Sudip Roy, Gabriel Bender, Johannes Gehrke, Christoph Koch
Entangled queries: Enabling declarative data-driven coordination. ACM Trans. Database Syst. 37 (3) (2012)
Nitin Gupta, Milos Nikolic, Sudip Roy, Gabriel Bender, Lucja Kot, Johannes Gehrke, Christoph Koch
Entangled Transactions. Proc. VLDB Endow. 4 (11) (2011)
Nitin Gupta, Lucja Kot, Sudip Roy, Gabriel Bender, Johannes Gehrke, Christoph Koch
Entangled queries: enabling declarative data-driven coordination. SIGMOD Conference (2011)
Nitin Gupta, Lucja Kot, Gabriel Bender, Sudip Roy, Johannes Gehrke, Christoph Koch
Coordination through querying in the youtopia system. SIGMOD Conference (2011)
Lucja Kot, Nitin Gupta, Sudip Roy, Johannes Gehrke, Christoph Koch
Beyond isolation: research opportunities in declarative data-driven coordination. SIGMOD Rec. 39 (1) (2010)
Mayur Bubna, Sudip Roy, Naresh Shenoy, Subhra Mazumdar
A layout-aware physical design method for constructing feasible QCA circuits. ACM Great Lakes Symposium on VLSI (2008)