M. Isard

Most-cited papers

TensorFlow: A system for large-scale machine learning
Martín Abadi, P. Barham, Jian-Min Chen, Z. Chen +18 more
2016USENIX Symposium on Operating Systems Design and Implementation20K citations
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TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Martín Abadi, Ashish Agarwal, P. Barham, E. Brevdo +36 more
2016arXiv.org12K citations
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PaLM: Scaling Language Modeling with Pathways
A. Chowdhery, Sharan Narang, J. Devlin, Maarten Bosma +63 more
2022Journal of machine learning research8,512 citations
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Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Gheorghe Comanici, E. Bieber, Mike Schaekermann, Ice Pasupat +496 more
2025arXiv.org4,448 citations
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Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Machel Reid, N. Savinov, Denis Teplyashin, Dmitry Lepikhin +496 more
2024arXiv.org4,129 citations
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Object retrieval with large vocabularies and fast spatial matching
J. Philbin, Ondřej Chum, M. Isard, Josef Sivic +1 more
20072007 IEEE Conference on Computer Vision and Pattern Recognition3,325 citations
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Lost in quantization: Improving particular object retrieval in large scale image databases
J. Philbin, Ondřej Chum, M. Isard, Josef Sivic +1 more
20082008 IEEE Conference on Computer Vision and Pattern Recognition1,700 citations
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PaLM 2 Technical Report
Rohan Anil, Andrew M. Dai, O. Firat, Melvin Johnson +124 more
2023arXiv.org1,569 citations
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Active Contours
A. Blake, M. Isard
2000Springer London1,179 citations
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Dryad: distributed data-parallel programs from sequential building blocks
M. Isard, M. Budiu, Yuan Yu, Andrew Birrell +1 more
2007European Conference on Computer Systems1,053 citations
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Quincy: fair scheduling for distributed computing clusters
M. Isard, Vijayan Prabhakaran, J. Currey, Udi Wieder +2 more
2009Symposium on Operating Systems Principles1,025 citations
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Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval
Ondřej Chum, J. Philbin, Josef Sivic, M. Isard +1 more
2007IEEE International Conference on Computer Vision990 citations
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Naiad: a timely dataflow system
D. Murray, F. McSherry, Rebecca Isaacs, M. Isard +2 more
2013Symposium on Operating Systems Principles898 citations Open access
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BraMBLe: a Bayesian multiple-blob tracker
M. Isard, J. MacCormick
2001Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001739 citations
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Nonparametric belief propagation
Erik B. Sudderth, A. Ihler, M. Isard, W. Freeman +1 more
20032003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings.612 citations Open access
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A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
Yun-Chao Gong, Qi-Fa Ke, M. Isard, Svetlana Lazebnik
2012International Journal of Computer Vision581 citations Open access
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Partitioned Sampling, Articulated Objects, and Interface-Quality Hand Tracking
J. MacCormick, M. Isard
2000European Conference on Computer Vision566 citations
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Tracking loose-limbed people
L. Sigal, S. Bhatia, Stefan Roth, Michael J. Black +1 more
2004Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004.463 citations
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Bundling features for large scale partial-duplicate web image search
Zhong Wu, Qi-Fa Ke, M. Isard, Jian Sun
20092009 IEEE Conference on Computer Vision and Pattern Recognition456 citations
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Scalability! But at what COST?
F. McSherry, M. Isard, D. Murray
2015USENIX Workshop on Hot Topics in Operating Systems371 citations
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Active shape models
Andrew Blake, M. Isard
1998240 citations
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Differential Dataflow
F. McSherry, D. Murray, Rebecca Isaacs, M. Isard
2013Conference on Innovative Data Systems Research232 citations
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Autopilot: automatic data center management
M. Isard
2007OPSR232 citations
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PAMPAS: real-valued graphical models for computer vision
M. Isard
20032003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings.230 citations
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Learning and Classification of Complex Dynamics
B. North, A. Blake, M. Isard, J. Rittscher
2000IEEE Transactions on Pattern Analysis and Machine Intelligence198 citations
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Distributed aggregation for data-parallel computing: interfaces and implementations
Yuan Yu, Pradeep Gunda, M. Isard
2009Symposium on Operating Systems Principles194 citations
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A design for high-performance flash disks
A. Birrell, M. Isard, C. Thacker, Ted Wobber
2007OPSR192 citations
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Descriptor Learning for Efficient Retrieval
J. Philbin, M. Isard, Josef Sivic, Andrew Zisserman
2010European Conference on Computer Vision188 citations Open access
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Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
L. Sigal, M. Isard, H. Haussecker, Michael J. Black
2011International Journal of Computer Vision172 citations Open access
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Pathways: Asynchronous Distributed Dataflow for ML
Paul Barham, A. Chowdhery, Jeffrey Dean, Sanjay Ghemawat +12 more
2022Conference on Machine Learning and Systems164 citations Open access
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Attractive People: Assembling Loose-Limbed Models using Non-parametric Belief Propagation
L. Sigal, M. Isard, B. Sigelman, Michael J. Black
2003Neural Information Processing Systems146 citations
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Semantics of transactional memory and automatic mutual exclusion
M. Abadi, Andrew Birrell, Tim Harris, M. Isard
2011TOPL127 citations
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Object localization by Bayesian correlation
J. Sullivan, A. Blake, M. Isard, J. MacCormick
1999Proceedings of the Seventh IEEE International Conference on Computer Vision124 citations
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Distributed data-parallel computing using a high-level programming language
M. Isard, Yuan Yu
2009SIGMOD Conference118 citations
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Dynamic control flow in large-scale machine learning
Yuan Yu, Martín Abadi, P. Barham, E. Brevdo +11 more
2018European Conference on Computer Systems114 citations Open access
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A Smoothing Filter for CONDENSATION
M. Isard, A. Blake
1998European Conference on Computer Vision110 citations Open access
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DryadInc: Reusing Work in Large-scale Computations
Lucian Popa, M. Budiu, Yuan Yu, M. Isard
2009USENIX Workshop on Hot Topics in Cloud Computing107 citations
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Broom: Sweeping Out Garbage Collection from Big Data Systems
Ionel Gog, Jana Giceva, Malte Schwarzkopf, K. Vaswani +6 more
2015USENIX Workshop on Hot Topics in Operating Systems100 citations
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Automatic Camera Calibration from a Single Manhattan Image
Jonathan Deutscher, M. Isard, J. MacCormick
2002European Conference on Computer Vision96 citations
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Visual Motion Analysis by Probabilistic Propagation of Conditional Density
M. Isard
199891 citations
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A computational model for TensorFlow: an introduction
Martín Abadi, M. Isard, D. Murray
2017MAPL@PLDI89 citations Open access
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Learning-based Memory Allocation for C++ Server Workloads
Martin Maas, D. Andersen, M. Isard, M. Javanmard +2 more
2020International Conference on Architectural Support for Programming Languages and Operating Systems87 citations Open access
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Machine Learning Systems are Stuck in a Rut
P. Barham, M. Isard
2019USENIX Workshop on Hot Topics in Operating Systems79 citations Open access
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Bayesian Object Localisation in Images
Josephine Sullivan, Andrew Blake, M. Isard, J. MacCormick
2001International Journal of Computer Vision71 citations
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Steno: automatic optimization of declarative queries
D. Murray, M. Isard, Yuan Yu
2011ACM-SIGPLAN Symposium on Programming Language Design and Implementation67 citations
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Partition Min-Hash for Partial Duplicate Image Discovery
David C. Lee, Qi-Fa Ke, M. Isard
2010European Conference on Computer Vision64 citations Open access
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Dense Motion and Disparity Estimation Via Loopy Belief Propagation
M. Isard, J. MacCormick
2006Asian Conference on Computer Vision63 citations
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Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: System Demonstrations
Sebastian Gehrmann, H. Strobelt, Alexander M. Rush, Fabio Kepler +496 more
201955 citations Open access
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Automatic Mutual Exclusion
M. Isard, A. Birrell
2007USENIX Workshop on Hot Topics in Operating Systems54 citations
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Semantics of transactional memory and automatic mutual exclusion
M. Abadi, Andrew Birrell, T. Harris, M. Isard
2008ACM-SIGACT Symposium on Principles of Programming Languages52 citations
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