Azalia Mirhoseini

发表

Device Placement Optimization with Reinforcement Learning

Samy Bengio, Naveen Kumar, Quoc V. Le, 2017, ICML.

A Hierarchical Model for Device Placement

Quoc V. Le, Azalia Mirhoseini, Hieu Pham, 2018, ICLR.

Deep Mixture of Experts via Shallow Embedding

Trevor Darrell, Xin Wang, Fisher Yu, 2018, UAI.

Chip Placement with Deep Reinforcement Learning pdf

Quoc V. Le, Eric Johnson, Jiwoo Pak, 2020, ArXiv.

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

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2016, ACM Trans. Reconfigurable Technol. Syst..

A graph placement methodology for fast chip design

Quoc V. Le, Ebrahim M. Songhori, J. Dean, 2021, Nature.

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

Geoffrey E. Hinton, Quoc V. Le, Azalia Mirhoseini, 2017, ICLR.

Learning Local Advantage Functions for Generalizable Graph Optimizations

Azalia Mirhoseini, Hanxiao Liu, Yanqi Zhou, 2020 .

Automated Analysis of Streaming Big and Dense Data on Reconfigurable Platforms

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2018 .

Scalability and Generalization of Circuit Training for Chip Floorplanning

Ebrahim M. Songhori, S. Guadarrama, Azalia Mirhoseini, 2022, ISPD.

Hierarchical Planning for Device Placement

Quoc V. Le, Azalia Mirhoseini, Hieu Pham, 2018 .

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

Richard G. Baraniuk, Tom Goldstein, Azalia Mirhoseini, 2016, SDM.

Phase Change Memory Write Cost Minimization

Miodrag Potkonjak, Farinaz Koushanfar, Azalia Mirhoseini, 2015 .

Measuring Progress on Scalable Oversight for Large Language Models

Tom B. Brown, Dario Amodei, Azalia Mirhoseini, 2022, ArXiv.

FLAME: Taming Backdoors in Federated Learning (Extended Version 1)

Azalia Mirhoseini, F. Koushanfar, Samuel Marchal, 2021, 2101.02281.

Phase Change Memory Write Cost Minimization by Data Encoding

Miodrag Potkonjak, Farinaz Koushanfar, Azalia Mirhoseini, 2015, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

Coding-based energy minimization for Phase Change Memory

Miodrag Potkonjak, Farinaz Koushanfar, Azalia Mirhoseini, 2012, DAC Design Automation Conference 2012.

Policy Optimization by Local Improvement through Search

Navdeep Jaitly, Azalia Mirhoseini, Ebrahim M. Songhori, 2019 .

oASIS: Adaptive Column Sampling for Kernel Matrix Approximation pdf

Richard G. Baraniuk, Azalia Mirhoseini, Eva L. Dyer, 2015, ArXiv.

The Capacity for Moral Self-Correction in Large Language Models

Tom B. Brown, Dario Amodei, Azalia Mirhoseini, 2023, ArXiv.

Constitutional AI: Harmlessness from AI Feedback

Tom B. Brown, Dario Amodei, Azalia Mirhoseini, 2022, ArXiv.

A full-stack search technique for domain optimized deep learning accelerators

Ebrahim M. Songhori, Azalia Mirhoseini, Anna Goldie, 2021, ASPLOS.

SAFELearn: Secure Aggregation for private FEderated Learning

Ahmad-Reza Sadeghi, Samuel Marchal, Azalia Mirhoseini, 2021, 2021 IEEE Security and Privacy Workshops (SPW).

Representing Long-Range Context for Graph Neural Networks with Global Attention

Azalia Mirhoseini, Matthew A. Wright, Zhanghao Wu, 2022, NeurIPS.

Delving into Macro Placement with Reinforcement Learning

Azalia Mirhoseini, Ebrahim M. Songhori, Zixuan Jiang, 2021, 2021 ACM/IEEE 3rd Workshop on Machine Learning for CAD (MLCAD).

A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules pdf

Azalia Mirhoseini, Xinfeng Xie, James Laudon, 2021, MLSys.

FLGUARD: Secure and Private Federated Learning

Ahmad-Reza Sadeghi, Samuel Marchal, Azalia Mirhoseini, 2021, IACR Cryptol. ePrint Arch..

Ju n 20 17 Device Placement Optimization with Reinforcement Learning

Quoc V. Le, J. Dean, Samy Bengio, 2017 .

Placement Optimization with Deep Reinforcement Learning

Azalia Mirhoseini, Anna Goldie, Azalia Mirhoseini, 2020, ISPD.

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

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2017, 2017 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW).

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

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2016, 2016 53nd ACM/EDAC/IEEE Design Automation Conference (DAC).

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

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2013, 2013 IEEE International Conference on Pervasive Computing and Communications (PerCom).

DeLight: Adding Energy Dimension To Deep Neural Networks

Farinaz Koushanfar, Azalia Mirhoseini, Bita Darvish Rouhani, 2016, ISLPED.

Chime: Checkpointing Long Computations on Interm ittently Energized IoT Devices

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2016, IEEE Transactions on Multi-Scale Computing Systems.

Automated checkpointing for enabling intensive applications on energy harvesting devices

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2013, International Symposium on Low Power Electronics and Design (ISLPED).

Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification

Mayee F. Chen, Christopher Ré, Azalia Mirhoseini, 2023, NeurIPS.

GDP: Generalized Device Placement for Dataflow Graphs pdf

Azalia Mirhoseini, Hanxiao Liu, Sudip Roy, 2019, ArXiv.

A H IERARCHICAL M ODEL FOR D EVICE P LACEMENT

Benoit Steiner, Azalia Mirhoseini, Hieu Pham, 2018 .

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

Azalia Mirhoseini, F. Koushanfar, B. Rouhani, 2017, ACM Trans. Embed. Comput. Syst..

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

Farinaz Koushanfar, Azalia Mirhoseini, Ebrahim M. Songhori, 2015, 2015 IEEE 23rd Annual International Symposium on Field-Programmable Custom Computing Machines.

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

Farinaz Koushanfar, Richard G. Baraniuk, Azalia Mirhoseini, 2015, ArXiv.

Transferable Graph Optimizers for ML Compilers

Mangpo Phitchaya Phothilimtha, Peter C. Ma, Azalia Mirhoseini, 2020, NeurIPS.

A Unified Framework for Multimodal Submodular Integrated Circuits Trojan Detection

Farinaz Koushanfar, Azalia Mirhoseini, Azalia Mirhoseini, 2011, IEEE Transactions on Information Forensics and Security.

Learning to Design Accurate Deep Learning Accelerators with Inaccurate Multipliers

Azalia Mirhoseini, Joseph Gonzalez, Martin Maas, 2022, 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Learning to manage combined energy supply systems

Farinaz Koushanfar, Azalia Mirhoseini, Azalia Mirhoseini, 2011, IEEE/ACM International Symposium on Low Power Electronics and Design.

FLAME: Taming Backdoors in Federated Learning (Extended Version 1)

Azalia Mirhoseini, F. Koushanfar, Samuel Marchal, 2021, 2101.02281.

Reinforcement Learning Driven Heuristic Optimization pdf

Wei Wei, Azalia Mirhoseini, George Tucker, 2019, ArXiv.

Efficient Imitation Learning with Local Trajectory Optimization

Navdeep Jaitly, Azalia Mirhoseini, Ebrahim M. Songhori, 2020 .

FLAME: Taming Backdoors in Federated Learning

Ahmad-Reza Sadeghi, Farinaz Koushanfar, Samuel Marchal, 2022, USENIX Security Symposium.

GAP: Generalizable Approximate Graph Partitioning Framework pdf

Azalia Mirhoseini, Sujith Ravi, Azade Nazi, 2019, ArXiv.

CATS: Contextually-Aware Thresholding for Sparsity in Large Language Models

Azalia Mirhoseini, Je-Yong Lee, Donghyun Lee, 2024, ArXiv.

HuatuoGPT, Towards Taming Language Models To Be a Doctor

Collin Burns, Azalia Mirhoseini, Anna Goldie, 2022 .

BotsTalk: Machine-Sourced Framework for Automatic Curation of Large-scale Multi-skill Dialogue Datasets

Yinhan Liu, Myle Ott, Naman Goyal, 2021 .

A Full-stack Accelerator Search Technique for Vision Applications pdf

Dan Zhang, Azalia Mirhoseini, Ebrahim M. Songhori, 2021, ArXiv.

CryptoML: Secure outsourcing of big data machine learning applications

Ahmad-Reza Sadeghi, Farinaz Koushanfar, Azalia Mirhoseini, 2016, 2016 IEEE International Symposium on Hardware Oriented Security and Trust (HOST).