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ORCIDTodd Mytkowicz
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- affiliation: Microsoft Corporation, Redmond, VA, USA
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2020 – today
- 2023
[j12]Elizabeth Dinella
, Todd Mytkowicz, Alexey Svyatkovskiy, Christian Bird, Mayur Naik, Shuvendu K. Lahiri:
DeepMerge: Learning to Merge Programs. IEEE Trans. Software Eng. 49(4): 1599-1614 (2023)- [c43]Aashaka Shah, Vijay Chidambaram, Meghan Cowan, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi:
TACCL: Guiding Collective Algorithm Synthesis using Communication Sketches. NSDI 2023: 593-612 - 2022
- [c42]Abhinav Jangda, Jun Huang, Guodong Liu, Amir Hossein Nodehi Sabet, Saeed Maleki, Youshan Miao, Madanlal Musuvathi, Todd Mytkowicz, Olli Saarikivi:
Breaking the computation and communication abstraction barrier in distributed machine learning workloads. ASPLOS 2022: 402-416 - [c41]Haotian Cui, Chenglong Wang, Junjie Huang, Jeevana Priya Inala, Todd Mytkowicz, Bo Wang, Jianfeng Gao, Nan Duan:
CodeExp: Explanatory Code Document Generation. EMNLP (Findings) 2022: 2342-2354 - [c40]Elizabeth Dinella, Gabriel Ryan, Todd Mytkowicz, Shuvendu K. Lahiri:
TOGA: A Neural Method for Test Oracle Generation. ICSE 2022: 2130-2141 - [c39]Jialu Zhang, Todd Mytkowicz, Mike Kaufman, Ruzica Piskac, Shuvendu K. Lahiri:
Using pre-trained language models to resolve textual and semantic merge conflicts (experience paper). ISSTA 2022: 77-88 - [c38]Alexey Svyatkovskiy, Sarah Fakhoury, Negar Ghorbani, Todd Mytkowicz, Elizabeth Dinella, Christian Bird, Jinu Jang, Neel Sundaresan, Shuvendu K. Lahiri:
Program merge conflict resolution via neural transformers. ESEC/SIGSOFT FSE 2022: 822-833 - [i14]Haotian Cui, Chenglong Wang, Junjie Huang, Jeevana Priya Inala, Todd Mytkowicz, Bo Wang, Jianfeng Gao, Nan Duan:
CodeExp: Explanatory Code Document Generation. CoRR abs/2211.15395 (2022) - 2021
- [c37]Gurbinder Gill, Roshan Dathathri, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi:
Distributed Training of Embeddings using Graph Analytics. IPDPS 2021: 973-983 - [c36]Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi, Tianju Xu, Vadim Eksarevskiy, Jaliya Ekanayake, Emad Barsoum:
Scaling Distributed Training with Adaptive Summation. MLSys 2021 - [c35]Zixian Cai, Zhengyang Liu, Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi:
Synthesizing optimal collective algorithms. PPoPP 2021: 62-75 - [i13]Abhinav Jangda, Jun Huang, Guodong Liu, Amir Hossein Nodehi Sabet, Saeed Maleki, Youshan Miao, Madanlal Musuvathi, Todd Mytkowicz, Olli Saarikivi:
CoCoNet: Co-Optimizing Computation and Communication for Distributed Machine Learning. CoRR abs/2105.05720 (2021) - [i12]Elizabeth Dinella, Todd Mytkowicz, Alexey Svyatkovskiy, Christian Bird, Mayur Naik, Shuvendu K. Lahiri:
DeepMerge: Learning to Merge Programs. CoRR abs/2105.07569 (2021) - [i11]Alexey Svyatkovskiy, Todd Mytkowicz, Negar Ghorbani, Sarah Fakhoury, Elizabeth Dinella, Christian Bird, Neel Sundaresan, Shuvendu K. Lahiri:
MergeBERT: Program Merge Conflict Resolution via Neural Transformers. CoRR abs/2109.00084 (2021) - [i10]Elizabeth Dinella, Shuvendu K. Lahiri, Todd Mytkowicz, Gabriel Ryan:
Neural Unit Test Suggestions. CoRR abs/2109.09262 (2021) - [i9]Aashaka Shah, Vijay Chidambaram, Meghan Cowan, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi, Rachee Singh:
Synthesizing Collective Communication Algorithms for Heterogeneous Networks with TACCL. CoRR abs/2111.04867 (2021) - [i8]Jialu Zhang, Todd Mytkowicz, Mike Kaufman, Ruzica Piskac, Shuvendu K. Lahiri:
Can Pre-trained Language Models be Used to Resolve Textual and Semantic Merge Conflicts? CoRR abs/2111.11904 (2021) - 2020
- [i7]Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi, Tianju Xu, Vadim Eksarevskiy, Jaliya Ekanayake, Emad Barsoum:
Scaling Distributed Training with Adaptive Summation. CoRR abs/2006.02924 (2020) - [i6]Zixian Cai, Zhengyang Liu, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi:
Synthesizing Optimal Collective Algorithms. CoRR abs/2008.08708 (2020)
2010 – 2019
- 2019
- [c34]Roshan Dathathri, Olli Saarikivi, Hao Chen, Kim Laine, Kristin E. Lauter, Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
CHET: an optimizing compiler for fully-homomorphic neural-network inferencing. PLDI 2019: 142-156 - [c33]Guoqing Harry Xu, Margus Veanes, Michael Barnett, Madan Musuvathi, Todd Mytkowicz, Ben Zorn, Huan He, Haibo Lin:
Niijima: sound and automated computation consolidation for efficient multilingual data-parallel pipelines. SOSP 2019: 306-321 - [i5]Gurbinder Gill, Roshan Dathathri, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Olli Saarikivi:
Distributed Word2Vec using Graph Analytics Frameworks. CoRR abs/1909.03359 (2019) - 2018
- [c32]Marija Selakovic, Michael Barnett, Madan Musuvathi, Todd Mytkowicz:
Cross-language optimizations in big data systems: a case study of SCOPE. ICSE (SEIP) 2018: 45-54 - [c31]Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
Semantics-Preserving Parallelization of Stochastic Gradient Descent. IPDPS 2018: 224-233 - [i4]Roshan Dathathri, Olli Saarikivi, Hao Chen, Kim Laine, Kristin E. Lauter, Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
CHET: Compiler and Runtime for Homomorphic Evaluation of Tensor Programs. CoRR abs/1810.00845 (2018) - 2017
- [j11]Adrian Sampson, Kathryn S. McKinley, Todd Mytkowicz:
Static stages for heterogeneous programming. Proc. ACM Program. Lang. 1(OOPSLA): 71:1-71:27 (2017) - [c30]Olli Saarikivi, Margus Veanes, Todd Mytkowicz, Madan Musuvathi:
Fusing effectful comprehensions. PLDI 2017: 17-32 - [c29]Chandrakana Nandi, Dan Grossman, Adrian Sampson, Todd Mytkowicz, Kathryn S. McKinley:
Debugging probabilistic programs. MAPL@PLDI 2017: 18-26 - [c28]Diego Garbervetsky, Zvonimir Pavlinovic, Michael Barnett, Madanlal Musuvathi, Todd Mytkowicz, Edgardo Zoppi:
Static analysis for optimizing big data queries. ESEC/SIGSOFT FSE 2017: 932-937 - [i3]Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
Parallel Stochastic Gradient Descent with Sound Combiners. CoRR abs/1705.08030 (2017) - [i2]Diman Zad Tootaghaj, Adrian Sampson, Todd Mytkowicz, Kathryn S. McKinley:
High Five: Improving Gesture Recognition by Embracing Uncertainty. CoRR abs/1710.09441 (2017) - 2016
- [j10]Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
Efficient parallelization using rank convergence in dynamic programming algorithms. Commun. ACM 59(10): 85-92 (2016) - [j9]Qiang Xu, Todd Mytkowicz, Nam Sung Kim:
Guest Editors' Introduction: Approximate Computing. IEEE Des. Test 33(1): 6-7 (2016) - [j8]Qiang Xu, Todd Mytkowicz, Nam Sung Kim:
Approximate Computing: A Survey. IEEE Des. Test 33(1): 8-22 (2016) - [j7]Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
Low-Rank Methods for Parallelizing Dynamic Programming Algorithms. ACM Trans. Parallel Comput. 2(4): 26:1-26:32 (2016) - [c27]Charith Mendis, Jasha Droppo, Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz, Geoffrey Zweig:
Parallelizing WFST speech decoders. ICASSP 2016: 5325-5329 - 2015
- [j6]James Bornholt, Todd Mytkowicz, Kathryn S. McKinley:
Uncertain<T>: Abstractions for Uncertain Hardware and Software. IEEE Micro 35(3): 132-143 (2015) - [j5]Yufei Ding, Xipeng Shen, Madanlal Musuvathi, Todd Mytkowicz:
TOP: A Framework for Enabling Algorithmic Optimizations for Distance-Related Problems. Proc. VLDB Endow. 8(10): 1046-1057 (2015) - [c26]Yufei Ding, Yue Zhao, Xipeng Shen, Madanlal Musuvathi, Todd Mytkowicz:
Yinyang K-Means: A Drop-In Replacement of the Classic K-Means with Consistent Speedup. ICML 2015: 579-587 - [c25]Margus Veanes, Todd Mytkowicz, David Molnar, Benjamin Livshits:
Data-Parallel String-Manipulating Programs. POPL 2015: 139-152 - [c24]Benjamin Livshits, Todd Mytkowicz:
InterPoll: Crowd-Sourced Internet Polls. SNAPL 2015: 156-176 - [c23]Veselin Raychev, Madanlal Musuvathi, Todd Mytkowicz:
Parallelizing user-defined aggregations using symbolic execution. SOSP 2015: 153-167 - [i1]Antonio Filieri, Marta Kwiatkowska, Sasa Misailovic, Todd Mytkowicz:
Approximate and Probabilistic Computing: Design, Coding, Verification (Dagstuhl Seminar 15491). Dagstuhl Reports 5(11): 151-179 (2015) - 2014
- [j4]Bin Ren, Todd Mytkowicz, Gagan Agrawal:
A Portable Optimization Engine for Accelerating Irregular Data-Traversal Applications on SIMD Architectures. ACM Trans. Archit. Code Optim. 11(2): 16:1-16:31 (2014) - [j3]Todd Mytkowicz, Wolfram Schulte:
Waiting for Godot? the right language abstractions for parallel programming should be here soon: the multicore transformation (Ubiquity symposium). Ubiquity 2014(June): 4:1-4:12 (2014) - [c22]James Bornholt, Todd Mytkowicz, Kathryn S. McKinley:
Uncertain: a first-order type for uncertain data. ASPLOS 2014: 51-66 - [c21]Todd Mytkowicz, Madanlal Musuvathi, Wolfram Schulte:
Data-parallel finite-state machines. ASPLOS 2014: 529-542 - [c20]Benjamin Livshits, Todd Mytkowicz:
Saving Money While Polling with InterPoll Using Power Analysis. HCOMP 2014: 159-170 - [c19]Adrian Sampson, Pavel Panchekha, Todd Mytkowicz, Kathryn S. McKinley, Dan Grossman, Luis Ceze:
Expressing and verifying probabilistic assertions. PLDI 2014: 112-122 - [c18]Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz:
Parallelizing dynamic programming through rank convergence. PPoPP 2014: 219-232 - 2013
- [c17]Bin Ren, Gagan Agrawal, James R. Larus, Todd Mytkowicz, Tomi Poutanen, Wolfram Schulte:
SIMD parallelization of applications that traverse irregular data structures. CGO 2013: 20:1-20:10 - [c16]Aman Kansal, T. Scott Saponas, A. J. Bernheim Brush, Kathryn S. McKinley, Todd Mytkowicz, Ryder Ziola:
The latency, accuracy, and battery (LAB) abstraction: programmer productivity and energy efficiency for continuous mobile context sensing. OOPSLA 2013: 661-676 - 2012
- [c15]Bin Ren, Gagan Agrawal, James R. Larus, Todd Mytkowicz, Tomi Poutanen, Wolfram Schulte:
Fine-grained parallel traversals of irregular data structures. PACT 2012: 461-462 - [c14]James Bornholt, Todd Mytkowicz, Kathryn S. McKinley:
The model is not enough: Understanding energy consumption in mobile devices. Hot Chips Symposium 2012: 1-3 - 2011
- [j2]Amer Diwan, Matthias Hauswirth, Todd Mytkowicz, Peter F. Sweeney:
TraceAnalyzer: a system for processing performance traces. Softw. Pract. Exp. 41(3): 267-282 (2011) - 2010
- [j1]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
The Effect of Omitted-Variable Bias on the Evaluation of Compiler Optimizations. Computer 43(9): 62-67 (2010) - [c13]Zachary Alexander, Todd Mytkowicz, Amer Diwan, Elizabeth Bradley:
Measurement and Dynamical Analysis of Computer Performance Data. IDA 2010: 18-29 - [c12]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
Evaluating the accuracy of Java profilers. PLDI 2010: 187-197
2000 – 2009
- 2009
- [c11]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
Producing wrong data without doing anything obviously wrong! ASPLOS 2009: 265-276 - [c10]Dan Knights, Todd Mytkowicz, Peter F. Sweeney, Michael C. Mozer, Amer Diwan:
Blind Optimization for Exploiting Hardware Features. CC 2009: 251-265 - [c9]Todd Mytkowicz, Devin Coughlin, Amer Diwan:
Inferred call path profiling. OOPSLA 2009: 175-190 - 2008
- [c8]Ed H. Chi, Peter Pirolli, Bongwon Suh, Aniket Kittur, Bryan A. Pendleton, Todd Mytkowicz:
Augmented Social Cognition. AAAI Spring Symposium: Social Information Processing 2008: 11-17 - [c7]Ed H. Chi, Todd Mytkowicz:
Understanding the efficiency of social tagging systems using information theory. Hypertext 2008: 81-88 - [c6]Ed H. Chi, Todd Mytkowicz:
Understanding the Efficiency of Social Tagging Systems using Information Theory. ICWSM 2008 - [c5]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
We have it easy, but do we have it right? IPDPS 2008: 1-7 - 2007
- [c4]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
Understanding Measurement Perturbation in Trace-based Data. IPDPS 2007: 1-6 - [c3]Todd Mytkowicz, Peter F. Sweeney, Matthias Hauswirth, Amer Diwan:
Time Interpolation: So Many Metrics, So Few Registers. MICRO 2007: 286-300 - 2006
- [c2]Todd Mytkowicz, Amer Diwan, Matthias Hauswirth, Peter F. Sweeney:
Aligning traces for performance evaluation. IPDPS 2006 - 2005
- [c1]Marc D. Richards, L. Darrell Whitley, J. Ross Beveridge, Todd Mytkowicz, Duong Nguyen, David Rome:
Evolving cooperative strategies for UAV teams. GECCO 2005: 1721-1728
Coauthor Index
aka: Madanlal Musuvathi
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