Azalia Mirhoseini

Mangpo Phitchaya Phothilimtha

Proceedings of the ISPD '21: International Symposium on Physical Design, 2021

2020

A Single-Shot Generalized Device Placement for Large Dataflow Graphs.

[BibT_eX]

[DOI]

IEEE Micro, 2020

Chip Placement with Deep Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Transferable Graph Optimizers for ML Compilers.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Placement Optimization with Deep Reinforcement Learning.

[BibT_eX]

[DOI]

Anna Goldie

Proceedings of the ISPD 2020: International Symposium on Physical Design, Taipei, Taiwan, March 29, 2020

2019

Generalized Clustering by Learning to Optimize Expected Normalized Cuts.

[BibT_eX]

[DOI]

CoRR, 2019

GDP: Generalized Device Placement for Dataflow Graphs.

[BibT_eX]

[DOI]

CoRR, 2019

Reinforcement Learning Driven Heuristic Optimization.

[BibT_eX]

[DOI]

CoRR, 2019

GAP: Generalizable Approximate Graph Partitioning Framework.

[BibT_eX]

[DOI]

CoRR, 2019

Deep Mixture of Experts via Shallow Embedding.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019

2018

RankMap: A Framework for Distributed Learning From Dense Data Sets.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2018

Deep Mixture of Experts via Shallow Embedding.

[BibT_eX]

[DOI]

CoRR, 2018

ParLearning 2018 Invited Talk 2.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Parallel and Distributed Processing Symposium Workshops, 2018

Introduction to ParLearning 2018.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Parallel and Distributed Processing Symposium Workshops, 2018

A Hierarchical Model for Device Placement.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

2017

RISE: An Automated Framework for Real-Time Intelligent Video Surveillance on FPGA.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2017

TinyDL: Just-in-time deep learning solution for constrained embedded systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2017

ExtDict: Extensible Dictionaries for Data- and Platform-Aware Large-Scale Learning.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Parallel and Distributed Processing Symposium Workshops, 2017

Device Placement Optimization with Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

[BibT_eX]

[DOI]

Proceedings of the 5th International Conference on Learning Representations, 2017

Deep3: Leveraging Three Levels of Parallelism for Efficient Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Design Automation Conference, 2017

2016

Automated Real-Time Analysis of Streaming Big and Dense Data on Reconfigurable Platforms.

[BibT_eX]

[DOI]

ACM Trans. Reconfigurable Technol. Syst., 2016

Chime: Checkpointing Long Computations on Interm ittently Energized IoT Devices.

[BibT_eX]

[DOI]

IEEE Trans. Multi Scale Comput. Syst., 2016

Deterministic Column Sampling for Low-Rank Matrix Approximation: Nyström vs. Incomplete Cholesky Decomposition.

[BibT_eX]

[DOI]

Proceedings of the 2016 SIAM International Conference on Data Mining, 2016

DeLight: Adding Energy Dimension To Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2016 International Symposium on Low Power Electronics and Design, 2016

CryptoML: Secure outsourcing of big data machine learning applications.

[BibT_eX]

[DOI]

Ahmad-Reza Sadeghi

Proceedings of the 2016 IEEE International Symposium on Hardware Oriented Security and Trust, 2016

Perform-ML: performance optimized machine learning by platform and content aware customization.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual Design Automation Conference, 2016

Going deeper than deep learning for massive data analytics under physical constraints.

[BibT_eX]

[DOI]

Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis, 2016

2015

Phase Change Memory Write Cost Minimization by Data Encoding.

[BibT_eX]

[DOI]

Miodrag Potkonjak

IEEE J. Emerg. Sel. Topics Circuits Syst., 2015

oASIS: Adaptive Column Sampling for Kernel Matrix Approximation.

[BibT_eX]

[DOI]

CoRR, 2015

RankMap: A Platform-Aware Framework for Distributed Learning from Dense Datasets.

[BibT_eX]

[DOI]

CoRR, 2015

Flexible Transformations For Learning Big Data.

[BibT_eX]

[DOI]

Proceedings of the 2015 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2015

DA Systemization of Knowledge: A Catalog of Prior Forward-Looking Initiatives.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference on Computer-Aided Design, 2015

SSketch: An Automated Framework for Streaming Sketch-Based Analysis of Big Data on FPGA.

[BibT_eX]

[DOI]

Proceedings of the 23rd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2015

AHEAD: automated framework for hardware accelerated iterative data analysis.

[BibT_eX]

[DOI]

Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition, 2015

2013

Idetic: A high-level synthesis approach for enabling long computations on transiently-powered ASICs.

[BibT_eX]

[DOI]

Ebrahim M. Songhori

Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications, 2013

Automated checkpointing for enabling intensive applications on energy harvesting devices.

[BibT_eX]

[DOI]

Ebrahim M. Songhori

Proceedings of the International Symposium on Low Power Electronics and Design (ISLPED), 2013

2012

Coding-based energy minimization for phase change memory.

[BibT_eX]

[DOI]

Miodrag Potkonjak

Proceedings of the 49th Annual Design Automation Conference 2012, 2012

2011

A Unified Framework for Multimodal Submodular Integrated Circuits Trojan Detection.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2011

Learning to manage combined energy supply systems.

[BibT_eX]

[DOI]

Proceedings of the 2011 International Symposium on Low Power Electronics and Design, 2011

Hybrid heterogeneous energy supply networks.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Circuits and Systems (ISCAS 2011), 2011

HypoEnergy. Hybrid supercapacitor-battery power-supply optimization for Energy efficiency.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation and Test in Europe, 2011

2010

A Unified Submodular Framework for Multimodal IC Trojan Detection.

[BibT_eX]

[DOI]

Yousra Alkabani

Proceedings of the Information Hiding - 12th International Conference, 2010

Real time emulations: foundation and applications.

[BibT_eX]

[DOI]

Yousra Alkabani