Michael Isard

Thanumalayan Sankaranarayana Pillai

Mohammad Mahdi Javanmard

Kathryn S. McKinley

Colin Raffel

Commun. ACM, April, 2024

Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

[BibT_eX]

[DOI]

CoRR, 2024

2023

PaLM: Scaling Language Modeling with Pathways.

[BibT_eX]

[DOI]

Vinodkumar Prabhakaran

Kathy Meier-Hellstern

J. Mach. Learn. Res., 2023

Gemini: A Family of Highly Capable Multimodal Models.

[BibT_eX]

[DOI]

CoRR, 2023

2022

Pathways: Asynchronous Distributed Dataflow for ML.

[BibT_eX]

[DOI]

Chandramohan A. Thekkath

Yonghui Wu

Proceedings of the Fifth Conference on Machine Learning and Systems, 2022

2021

Falkirk Wheel: Rollback Recovery for Dataflow Systems.

[BibT_eX]

[DOI]

Ionel Gog

Proceedings of the SoCC '21: ACM Symposium on Cloud Computing, 2021

2020

Learning-based Memory Allocation for C++ Server Workloads.

[BibT_eX]

[DOI]

Martin Maas

David G. Andersen

Mohammad Mahdi Javanmard

Kathryn S. McKinley

Colin Raffel

Proceedings of the ASPLOS '20: Architectural Support for Programming Languages and Operating Systems, 2020

2019

Machine Learning Systems are Stuck in a Rut.

[BibT_eX]

[DOI]

Paul Barham

Proceedings of the Workshop on Hot Topics in Operating Systems, 2019

2018

Dynamic control flow in large-scale machine learning.

[BibT_eX]

[DOI]

Proceedings of the Thirteenth EuroSys Conference, 2018

2017

A computational model for TensorFlow: an introduction.

[BibT_eX]

[DOI]

Derek Gordon Murray

Proceedings of the 1st ACM SIGPLAN International Workshop on Machine Learning and Programming Languages, 2017

2016

TensorFlow: A system for large-scale machine learning.

[BibT_eX]

[DOI]

CoRR, 2016

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems.

[BibT_eX]

[DOI]

CoRR, 2016

Incremental, iterative data processing with timely dataflow.

[BibT_eX]

[DOI]

Commun. ACM, 2016

TensorFlow: A System for Large-Scale Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation, 2016

2015

Falkirk Wheel: Rollback Recovery for Dataflow Systems.

[BibT_eX]

[DOI]

CoRR, 2015

On the Flow of Data, Information, and Time.

[BibT_eX]

[DOI]

Proceedings of the Principles of Security and Trust - 4th International Conference, 2015

Timely Rollback: Specification and Verification.

[BibT_eX]

[DOI]

Proceedings of the NASA Formal Methods - 7th International Symposium, 2015

Scalability! But at what COST?

[BibT_eX]

[DOI]

Frank McSherry

Derek Gordon Murray

Proceedings of the 15th Workshop on Hot Topics in Operating Systems, 2015

Broom: Sweeping Out Garbage Collection from Big Data Systems.

[BibT_eX]

[DOI]

Proceedings of the 15th Workshop on Hot Topics in Operating Systems, 2015

Timely Dataflow: A Model.

[BibT_eX]

[DOI]

Proceedings of the Formal Techniques for Distributed Objects, Components, and Systems, 2015

2014

A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2014

2013

Naiad: a timely dataflow system.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGOPS 24th Symposium on Operating Systems Principles, 2013

Optimus: a dynamic rewriting framework for data-parallel execution plans.

[BibT_eX]

[DOI]

Qifa Ke

Proceedings of the Eighth Eurosys Conference 2013, 2013

Differential Dataflow.

[BibT_eX]

[DOI]

Proceedings of the Sixth Biennial Conference on Innovative Data Systems Research, 2013

2012

Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2012

2011

Semantics of transactional memory and automatic mutual exclusion.

[BibT_eX]

[DOI]

ACM Trans. Program. Lang. Syst., 2011

TidyFS: A Simple and Small Distributed File System.

[BibT_eX]

[DOI]

Dennis Fetterly

Maya Haridasan

Swaminathan Sundararaman

Proceedings of the 2011 USENIX Annual Technical Conference, 2011

Steno: automatic optimization of declarative queries.

[BibT_eX]

[DOI]

Derek Gordon Murray

Proceedings of the 32nd ACM SIGPLAN Conference on Programming Language Design and Implementation, 2011

SPECTRE: speculation to hide communication latency.

[BibT_eX]

[DOI]

Jean-Philippe Martin

Christopher J. Rossbach

Proceedings of the APSys '11 Asia Pacific Workshop on Systems, 2011

2010

Nonparametric belief propagation.

[BibT_eX]

[DOI]

Commun. ACM, 2010

Descriptor Learning for Efficient Retrieval.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2010

Partition Min-Hash for Partial Duplicate Image Discovery.

[BibT_eX]

[DOI]

David C. Lee

Qifa Ke

Proceedings of the Computer Vision, 2010

2009

Distributed aggregation for data-parallel computing: interfaces and implementations.

[BibT_eX]

[DOI]

Pradeep Kumar Gunda

Proceedings of the 22nd ACM Symposium on Operating Systems Principles 2009, 2009

Quincy: fair scheduling for distributed computing clusters.

[BibT_eX]

[DOI]

Proceedings of the 22nd ACM Symposium on Operating Systems Principles 2009, 2009

Distributed data-parallel computing using a high-level programming language.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

DryadInc: Reusing Work in Large-scale Computations.

[BibT_eX]

[DOI]

Proceedings of the Workshop on Hot Topics in Cloud Computing, 2009

Bundling features for large scale partial-duplicate web image search.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Implementation and Use of Transactional Memory with Dynamic Separation.

[BibT_eX]

[DOI]

Proceedings of the Compiler Construction, 18th International Conference, 2009

2008

DryadLINQ: A System for General-Purpose Distributed Data-Parallel Computing Using a High-Level Language.

[BibT_eX]

[DOI]

Proceedings of the 8th USENIX Symposium on Operating Systems Design and Implementation, 2008

Continuously-adaptive discretization for message-passing algorithms.

[BibT_eX]

[DOI]

Kannan Achan

Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Lost in quantization: Improving particular object retrieval in large scale image databases.

[BibT_eX]

[DOI]

Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007

Autopilot: automatic data center management.

[BibT_eX]

[DOI]

ACM SIGOPS Oper. Syst. Rev., 2007

A design for high-performance flash disks.

[BibT_eX]

[DOI]

ACM SIGOPS Oper. Syst. Rev., 2007

Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval.

[BibT_eX]

[DOI]

Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Automatic Mutual Exclusion.

[BibT_eX]

[DOI]

Andrew Birrell

Proceedings of HotOS'07: 11th Workshop on Hot Topics in Operating Systems, 2007

Dryad: distributed data-parallel programs from sequential building blocks.

[BibT_eX]

[DOI]

Proceedings of the 2007 EuroSys Conference, Lisbon, Portugal, March 21-23, 2007, 2007

Object retrieval with large vocabularies and fast spatial matching.

[BibT_eX]

[DOI]

Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Scalable near identical image and shot detection.

[BibT_eX]

[DOI]

Proceedings of the 6th ACM International Conference on Image and Video Retrieval, 2007

2006

Dense Motion and Disparity Estimation Via Loopy Belief Propagation.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2006

2005

Estimating Disparity and Occlusions in Stereo Video Sequences.

[BibT_eX]

[DOI]

Oliver Williams

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

2004

Tracking Loose-Limbed People.

[BibT_eX]

[DOI]

Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2004), with CD-ROM, 27 June, 2004

3D Human Limb Detection using Space Carving and Multi-View Eigen Models.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004

2003

Distributed rendering of interactive soft shadows.

[BibT_eX]

[DOI]

Mark Shand

Alan Heirich

Parallel Comput., 2003

A Cooperative Internet Backup Scheme.

[BibT_eX]

[DOI]

Proceedings of the General Track: 2003 USENIX Annual Technical Conference, 2003

Attractive People: Assembling Loose-Limbed Models using Non-parametric Belief Propagation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003

PAMPAS: Real-Valued Graphical Models for Computer Vision.

[BibT_eX]

[DOI]

Proceedings of the 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2003), 2003

2002

Algorithmic issues in modeling motion.

[BibT_eX]

[DOI]

ACM Comput. Surv., 2002

Automatic Camera Calibration from a Single Manhattan Image.

[BibT_eX]

[DOI]

Jonathan Deutscher

Proceedings of the Computer Vision, 2002

2001

Bayesian Object Localisation in Images.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2001

BraMBLe: A Bayesian Multiple-Blob Tracker.

[BibT_eX]

[DOI]

Proceedings of the Eighth International Conference On Computer Vision (ICCV-01), Vancouver, British Columbia, Canada, July 7-14, 2001, 2001

Statistical Models of Visual Shape and Motion.

[BibT_eX]

[DOI]

Proceedings of the Sequential Monte Carlo Methods in Practice, 2001

2000

Learning and Classification of Complex Dynamics.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2000

Partitioned Sampling, Articulated Objects, and Interface-Quality Hand Tracking.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2000, 6th European Conference on Computer Vision, Dublin, Ireland, June 26, 2000

1999

Object Localization by Bayesian Correlation.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Computer Vision, 1999

1998

CONDENSATION - Conditional Density Propagation for Visual Tracking.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 1998

Learning Multi-Class Dynamics.

[BibT_eX]

[DOI]

Ben North

Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998

A Mixed-State CONDENSATION Tracker with Automatic Model-Switching.

[BibT_eX]

[DOI]

Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

ICONDENSATION: Unifying Low-Level and High-Level Tracking in a Stochastic Framework.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 1998

A Smoothing Filter for CONDENSATION.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 1998

Active contours - the application of techniques from graphics, vision, control theory and statistics to visual tracking of shapes in motion.

[BibT_eX]

[DOI]

Springer, ISBN: 978-3-540-76217-1, 1998

1997

Visual tracking and pose recovery for special effects.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGGRAPH 97 Visual Proceedings: The art and interdisciplinary programs of SIGGRAPH '97, 1997

1996

Automatic video tracking by probabilistic propagation.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGGRAPH 96 Visual Proceedings: The art and interdisciplinary programs of SIGGRAPH 1996, 1996

The CONDENSATION Algorithm - Conditional Density Propagation and Applications to Visual Tracking.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 9, 1996

Contour Tracking by Stochastic Propagation of Conditional Density.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 1996

1995

Learning to Track the Visual Motion of Contours.

[BibT_eX]

[DOI]

David Reynard

Artif. Intell., 1995

1994

3D position, attitude and shape input using video tracking of hands and lips.

[BibT_eX]

[DOI]