Sudip Roy

32 papers A* 3A 1B 1Journal 14Unranked 12
YearRankTypeTitle / Venue / Authors
2022 — conf
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules.
MLSys
Xinfeng Xie, Prakash Prabhu, Ulysse Beaugnon, Phitchaya Mangpo Phothilimthana, Sudip Roy, Azalia Mirhoseini, Eugene Brevdo, James Laudon, Yanqi Zhou
2022 J jnl
Neural architecture search using property guided synthesis.
Proc. ACM Program. Lang.
Charles Jin, Phitchaya Mangpo Phothilimthana, Sudip Roy
2022 — conf
Pathways: Asynchronous Distributed Dataflow for ML.
MLSys
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
2022 J jnl
Pathways: Asynchronous Distributed Dataflow for ML.
CoRR
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
2022 J jnl
αNAS: Neural Architecture Search using Property Guided Synthesis.
CoRR
Charles Jin, Phitchaya Mangpo Phothilimthana, Sudip Roy
2021 B conf
A Flexible Approach to Autotuning Multi-Pass Machine Learning Compilers.
PACT
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
2021 — conf
A Learned Performance Model for Tensor Processing Units.
MLSys
Samuel J. Kaufman, Phitchaya Mangpo Phothilimthana, Yanqi Zhou, Charith Mendis, Sudip Roy, Amit Sabne, Mike Burrows
2021 J jnl
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules.
CoRR
Xinfeng Xie, Prakash Prabhu, Ulysse Beaugnon, Phitchaya Mangpo Phothilimthana, Sudip Roy, Azalia Mirhoseini, Eugene Brevdo, James Laudon, Yanqi Zhou
2021 — conf
Equality Saturation for Tensor Graph Superoptimization.
MLSys
Yichen Yang, Phitchaya Mangpo Phothilimthana, Yisu Remy Wang, Max Willsey, Sudip Roy, Jacques A. Pienaar
2021 J jnl
Equality Saturation for Tensor Graph Superoptimization.
CoRR
Yichen Yang, Mangpo Phitchaya Phothilimtha, Yisu Remy Wang, Max Willsey, Sudip Roy, Jacques A. Pienaar
2020 J jnl
A Single-Shot Generalized Device Placement for Large Dataflow Graphs.
IEEE Micro
Yanqi Zhou, Sudip Roy, AmirAli Abdolrashidi, Daniel Lin-Kit Wong, Peter C. Ma, Qiumin Xu, Azalia Mirhoseini, James Laudon
2020 — conf
TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines.
SIGMOD Conference
Emily Caveness, Paul Suganthan G. C., Zhuo Peng, Neoklis Polyzotis, Sudip Roy, Martin Zinkevich
2020 A* conf
Transferable Graph Optimizers for ML Compilers.
NeurIPS
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
2020 J jnl
Transferable Graph Optimizers for ML Compilers.
CoRR
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
2019 — conf
Data Validation for Machine Learning.
SysML
Eric Breck, Neoklis Polyzotis, Sudip Roy, Steven Whang, Martin Zinkevich
2019 J jnl
GDP: Generalized Device Placement for Dataflow Graphs.
CoRR
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
2018 J jnl
Data Lifecycle Challenges in Production Machine Learning: A Survey.
SIGMOD Rec.
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
2017 — conf
Data Management Challenges in Production Machine Learning.
SIGMOD Conference
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
2017 A* conf
TFX: A TensorFlow-Based Production-Scale Machine Learning Platform.
KDD
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
2016 — conf
Goods: Organizing Google's Datasets.
SIGMOD Conference
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
2016 J jnl
Managing Google's data lake: an overview of the Goods system.
IEEE Data Eng. Bull.
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
2015 — —
Lazy Transaction Execution Models.
Sudip Roy
2015 A* conf
PerfAugur: Robust diagnostics for performance anomalies in cloud services.
ICDE
Sudip Roy, Arnd Christian König, Igor Dvorkin, Manish Kumar
2015 — conf
The Homeostasis Protocol: Avoiding Transaction Coordination Through Program Analysis.
SIGMOD Conference
Sudip Roy, Lucja Kot, Gabriel Bender, Bailu Ding, Hossein Hojjat, Christoph Koch, Nate Foster, Johannes Gehrke
2014 J jnl
Writes that Fall in the Forest and Make no Sound: Semantics-Based Adaptive Data Consistency.
CoRR
Sudip Roy, Lucja Kot, Nate Foster, Johannes Gehrke, Hossein Hojjat, Christoph Koch
2013 A conf
Quantum Databases.
CIDR
Sudip Roy, Lucja Kot, Christoph Koch
2012 J jnl
Entangled queries: Enabling declarative data-driven coordination.
ACM Trans. Database Syst.
Nitin Gupta, Lucja Kot, Sudip Roy, Gabriel Bender, Johannes Gehrke, Christoph Koch
2011 — conf
Coordination through querying in the youtopia system.
SIGMOD Conference
Nitin Gupta, Lucja Kot, Gabriel Bender, Sudip Roy, Johannes Gehrke, Christoph Koch
2011 J jnl
Entangled Transactions.
Proc. VLDB Endow.
Nitin Gupta, Milos Nikolic, Sudip Roy, Gabriel Bender, Lucja Kot, Johannes Gehrke, Christoph Koch
2011 — conf
Entangled queries: enabling declarative data-driven coordination.
SIGMOD Conference
Nitin Gupta, Lucja Kot, Sudip Roy, Gabriel Bender, Johannes Gehrke, Christoph Koch
2010 J jnl
Beyond isolation: research opportunities in declarative data-driven coordination.
SIGMOD Rec.
Lucja Kot, Nitin Gupta, Sudip Roy, Johannes Gehrke, Christoph Koch
2008 — conf
A layout-aware physical design method for constructing feasible QCA circuits.
ACM Great Lakes Symposium on VLSI
Mayur Bubna, Sudip Roy, Naresh Shenoy, Subhra Mazumdar