Bita Darvish Rouhani

According to our database, Bita Darvish Rouhani authored at least 45 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Intellectual Property Protection of Deep-Learning Systems via Hardware/Software Co-Design.

Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar

IEEE Des. Test, 2024

2023

Microscaling Data Formats for Deep Learning.

Bita Darvish Rouhani, Ritchie Zhao, Ankit More, Mathew Hall, Alireza Khodamoradi, Summer Deng, Dhruv Choudhary, Marius Cornea, Eric Dellinger, Kristof Denolf, Dusan Stosic, Venmugil Elango, Maximilian Golub, Alexander Heinecke, Phil James-Roxby, Dharmesh Jani, Gaurav Kolhe, Martin Langhammer, Ada Li, Levi Melnick, Maral Mesmakhosroshahi, Andres Rodriguez, Michael Schulte, Rasoul Shafipour, Lei Shao, Michael Y. Siu, Pradeep Dubey, Paulius Micikevicius, Maxim Naumov, Colin Verilli, Ralph Wittig, Doug Burger, Eric S. Chung

CoRR, 2023

Shared Microexponents: A Little Shifting Goes a Long Way.

Bita Rouhani, Ritchie Zhao, Venmugil Elango, Rasoul Shafipour, Mathew Hall, Maral Mesmakhosroshahi, Ankit More, Levi Melnick, Maximilian Golub, Girish Varatkar, Lei Shao, Gaurav Kolhe, Dimitry Melts, Jasmine Klar, Renee L'Heureux, Matt Perry, Doug Burger, Eric S. Chung, Zhaoxia Deng, Sam Naghshineh, Jongsoo Park, Maxim Naumov

CoRR, 2023

With Shared Microexponents, A Little Shifting Goes a Long Way.

Bita Darvish Rouhani, Ritchie Zhao, Venmugil Elango, Rasoul Shafipour, Mathew Hall, Maral Mesmakhosroshahi, Ankit More, Levi Melnick, Maximilian Golub, Girish Varatkar, Lai Shao, Gaurav Kolhe, Dimitry Melts, Jasmine Klar, Renee L'Heureux, Matt Perry, Doug Burger, Eric S. Chung, Zhaoxia (Summer) Deng, Sam Naghshineh, Jongsoo Park, Maxim Naumov

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

2021

CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning.

Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar

IEEE Trans. Dependable Secur. Comput., 2021

SWANN: Small-World Architecture for Fast Convergence of Neural Networks.

Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar

IEEE J. Emerg. Sel. Topics Circuits Syst., 2021

Hardware/Algorithm Codesign for Adversarially Robust Deep Learning.

Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar

IEEE Des. Test, 2021

2020

Towards A Domain-Customized Automated Machine Learning Framework For Networks and Systems.

Behnaz Arzani, Bita Rouhani

CoRR, 2020

Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point.

Bita Darvish Rouhani, Daniel Lo, Ritchie Zhao, Ming Liu, Jeremy Fowers, Kalin Ovtcharov, Anna Vinogradsky, Sarah Massengill, Lita Yang, Ray Bittner, Alessandro Forin, Haishan Zhu, Taesik Na, Prerak Patel, Shuai Che, Lok Chand Koppaka, Xia Song, Subhojit Som, Kaustav Das, Saurabh Tiwary, Steven K. Reinhardt, Sitaram Lanka, Eric S. Chung, Doug Burger

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

SpecMark: A Spectral Watermarking Framework for IP Protection of Speech Recognition Systems.

Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar

Proceedings of the 21st Annual Conference of the International Speech Communication Association, 2020

2019

Safe Machine Learning and Defeating Adversarial Attacks.

Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

IEEE Secur. Priv., 2019

Deep Learning on Private Data.

M. Sadegh Riazi, Bita Darvish Rouhani, Farinaz Koushanfar

IEEE Secur. Priv., 2019

SWNet: Small-World Neural Networks and Rapid Convergence.

Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar

CoRR, 2019

BlackMarks: Blackbox Multibit Watermarking for Deep Neural Networks.

Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar

CoRR, 2019

DeepMarks: A Secure Fingerprinting Framework for Digital Rights Management of Deep Learning Models.

Huili Chen, Bita Darvish Rouhani, Cheng Fu, Jishen Zhao, Farinaz Koushanfar

Proceedings of the 2019 on International Conference on Multimedia Retrieval, 2019

DeepAttest: an end-to-end attestation framework for deep neural networks.

Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar

Proceedings of the 46th International Symposium on Computer Architecture, 2019

SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing.

Mohsen Imani, Samuel Bosch, Mojan Javaheripi, Bita Darvish Rouhani, Xinyu Wu, Farinaz Koushanfar, Tajana Rosing

Proceedings of the International Conference on Computer-Aided Design, 2019

DeepSigns: An End-to-End Watermarking Framework for Ownership Protection of Deep Neural Networks.

Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar

Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems, 2019

2018

Succinct and Assured Machine Learning: Training and Execution.

Bita Darvish Rouhani

PhD thesis, 2018

ReDCrypt: Real-Time Privacy-Preserving Deep Learning Inference in Clouds Using FPGAs.

Bita Darvish Rouhani, Siam Umar Hussain, Kristin E. Lauter, Farinaz Koushanfar

ACM Trans. Reconfigurable Technol. Syst., 2018

Serving DNNs in Real Time at Datacenter Scale with Project Brainwave.

Eric S. Chung, Jeremy Fowers, Kalin Ovtcharov, Michael Papamichael, Adrian M. Caulfield, Todd Massengill, Ming Liu, Daniel Lo, Shlomi Alkalay, Michael Haselman, Maleen Abeydeera, Logan Adams, Hari Angepat, Christian Boehn, Derek Chiou, Oren Firestein, Alessandro Forin, Kang Su Gatlin, Mahdi Ghandi, Stephen Heil, Kyle Holohan, Ahmad El Husseini, Tamás Juhász, Kara Kagi, Ratna Kovvuri, Sitaram Lanka, Friedel van Megen, Dima Mukhortov, Prerak Patel, Brandon Perez, Amanda Rapsang, Steven K. Reinhardt, Bita Rouhani, Adam Sapek, Raja Seera, Sangeetha Shekar, Balaji Sridharan, Gabriel Weisz, Lisa Woods, Phillip Yi Xiao, Dan Zhang, Ritchie Zhao, Doug Burger

IEEE Micro, 2018

DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models.

Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar

IACR Cryptol. ePrint Arch., 2018

DeepMarks: A Digital Fingerprinting Framework for Deep Neural Networks.

Huili Chen, Bita Darvish Rohani, Farinaz Koushanfar

IACR Cryptol. ePrint Arch., 2018

Performance Comparison of Contemporary DNN Watermarking Techniques.

Huili Chen, Bita Darvish Rouhani, Xinwei Fan, Osman Cihan Kilinc, Farinaz Koushanfar

CoRR, 2018

AgileNet: Lightweight Dictionary-based Few-shot Learning.

Mohammad Ghasemzadeh, Fang Lin, Bita Darvish Rouhani, Farinaz Koushanfar, Ke Huang

CoRR, 2018

DeepFense: online accelerated defense against adversarial deep learning.

Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar

Proceedings of the International Conference on Computer-Aided Design, 2018

Assured deep learning: practical defense against adversarial attacks.

Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar

Proceedings of the International Conference on Computer-Aided Design, 2018

CausaLearn: Automated Framework for Scalable Streaming-based Causal Bayesian Learning using FPGAs.

Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar

Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018

MAXelerator: FPGA accelerator for privacy preserving multiply-accumulate (MAC) on cloud servers.

Siam U. Hussain, Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar

Proceedings of the 55th Annual Design Automation Conference, 2018

2017

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

Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar

ACM Trans. Embed. Comput. Syst., 2017

DeepSecure: Scalable Provably-Secure Deep Learning.

Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar

IACR Cryptol. ePrint Arch., 2017

CuRTAIL: ChaRacterizing and Thwarting AdversarIal deep Learning.

Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar

CoRR, 2017

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

Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar

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

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

Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar

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

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

Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar

Proceedings of the 54th Annual Design Automation Conference, 2017

2016

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

Bita Darvish Rouhani, Azalia Mirhoseini, Ebrahim M. Songhori, Farinaz Koushanfar

ACM Trans. Reconfigurable Technol. Syst., 2016

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

Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar

IEEE Trans. Multi Scale Comput. Syst., 2016

DeLight: Adding Energy Dimension To Deep Neural Networks.

Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar

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

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

Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar

Proceedings of the 53rd Annual Design Automation Conference, 2016

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

Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar

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

2015

An Effectiveness Model for Enterprise Architecture Methodologies.

Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Hossein Shirazi, Fatemeh Nikpay, Bita Darvish Rouhani

Int. J. Enterp. Inf. Syst., 2015

Agent-Oriented Based Enterprise Architecture Implementation Methodology.

Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Pourya Nikfard, Bita Darvish Rouhani

Proceedings of the New Contributions in Information Systems and Technologies, 2015

Flexible Transformations For Learning Big Data.

Azalia Mirhoseini, Ebrahim M. Songhori, Bita Darvish Rouhani, Farinaz Koushanfar

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

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

Bita Darvish Rouhani, Ebrahim M. Songhori, Azalia Mirhoseini, Farinaz Koushanfar

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

2014

Current Issues on Enterprise Architecture Implementation Methodology.

Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Bita Darvish Rouhani

Proceedings of the New Perspectives in Information Systems and Technologies, 2014