Bita Darvish Rouhani

ORCID

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 43

Top Venues

CoRR

DAC

ICCAD

ACM Trans. Reconfigurable Technol. Syst.

University of California, San Diego, USA (PHD)

Education History

University of California, San Diego, USA

PHD

Publications

Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar
Intellectual Property Protection of Deep-Learning Systems via Hardware/Software Co-Design. IEEE Des. Test 41 (2) (2024)
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
With Shared Microexponents, A Little Shifting Goes a Long Way. ISCA (2023)
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
Microscaling Data Formats for Deep Learning. CoRR (2023)
Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
Hardware/Algorithm Codesign for Adversarially Robust Deep Learning. IEEE Des. Test 38 (3) (2021)
Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning. IEEE Trans. Dependable Secur. Comput. 18 (2) (2021)
Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar
SWANN: Small-World Architecture for Fast Convergence of Neural Networks. IEEE J. Emerg. Sel. Topics Circuits Syst. 11 (4) (2021)
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 T., Steven K. Reinhardt, Sitaram Lanka, Eric S. Chung, Doug Burger
Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point. NeurIPS (2020)
Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
SpecMark: A Spectral Watermarking Framework for IP Protection of Speech Recognition Systems. INTERSPEECH (2020)
Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar
DeepAttest: an end-to-end attestation framework for deep neural networks. ISCA (2019)
Mohsen Imani, Samuel Bosch, Mojan Javaheripi, Bita Darvish Rouhani, Xinyu Wu, Farinaz Koushanfar, Tajana Rosing
SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing. ICCAD (2019)
Huili Chen, Bita Darvish Rouhani, Cheng Fu, Jishen Zhao, Farinaz Koushanfar
DeepMarks: A Secure Fingerprinting Framework for Digital Rights Management of Deep Learning Models. ICMR (2019)
Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
Safe Machine Learning and Defeating Adversarial Attacks. IEEE Secur. Priv. 17 (2) (2019)
Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
BlackMarks: Blackbox Multibit Watermarking for Deep Neural Networks. CoRR (2019)
M. Sadegh Riazi, Bita Darvish Rouhani, Farinaz Koushanfar
Deep Learning on Private Data. IEEE Secur. Priv. 17 (6) (2019)
Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar
SWNet: Small-World Neural Networks and Rapid Convergence. CoRR (2019)
Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
DeepSigns: An End-to-End Watermarking Framework for Ownership Protection of Deep Neural Networks. ASPLOS (2019)
Bita Darvish Rouhani, Siam Umar Hussain, Kristin E. Lauter, Farinaz Koushanfar
ReDCrypt: Real-Time Privacy-Preserving Deep Learning Inference in Clouds Using FPGAs. ACM Trans. Reconfigurable Technol. Syst. 11 (3) (2018)
Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models. IACR Cryptol. ePrint Arch. 2018 (2018)
Huili Chen, Bita Darvish Rouhani, Xinwei Fan, Osman Cihan Kilinc, Farinaz Koushanfar
Performance Comparison of Contemporary DNN Watermarking Techniques. CoRR (2018)
Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
Deepsecure: scalable provably-secure deep learning. DAC (2018)
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
Assured deep learning: practical defense against adversarial attacks. ICCAD (2018)
Mohammad Ghasemzadeh, Fang Lin, Bita Darvish Rouhani, Farinaz Koushanfar, Ke Huang
AgileNet: Lightweight Dictionary-based Few-shot Learning. CoRR (2018)
Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
DeepMarks: A Digital Fingerprinting Framework for Deep Neural Networks. CoRR (2018)
Siam U. Hussain, Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar
MAXelerator: FPGA accelerator for privacy preserving multiply-accumulate (MAC) on cloud servers. DAC (2018)
Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models. CoRR (2018)
Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar
CausaLearn: Automated Framework for Scalable Streaming-based Causal Bayesian Learning using FPGAs. FPGA (2018)
Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
DeepFense: online accelerated defense against adversarial deep learning. ICCAD (2018)
Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
TinyDL: Just-in-time deep learning solution for constrained embedded systems. ISCAS (2017)
Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
DeepSecure: Scalable Provably-Secure Deep Learning. IACR Cryptol. ePrint Arch. 2017 (2017)
Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
RISE: An Automated Framework for Real-Time Intelligent Video Surveillance on FPGA. ACM Trans. Embed. Comput. Syst. 16 (5s) (2017)
Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
CuRTAIL: ChaRacterizing and Thwarting AdversarIal deep Learning. CoRR (2017)
Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
Deep3: Leveraging Three Levels of Parallelism for Efficient Deep Learning. DAC (2017)
Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
ExtDict: Extensible Dictionaries for Data- and Platform-Aware Large-Scale Learning. IPDPS Workshops (2017)
Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
DeepSecure: Scalable Provably-Secure Deep Learning. CoRR (2017)
Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
Chime: Checkpointing Long Computations on Interm ittently Energized IoT Devices. IEEE Trans. Multi Scale Comput. Syst. 2 (4) (2016)
Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
Going deeper than deep learning for massive data analytics under physical constraints. CODES+ISSS (2016)
Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
Perform-ML: performance optimized machine learning by platform and content aware customization. DAC (2016)
Bita Darvish Rouhani, Azalia Mirhoseini, Ebrahim M. Songhori, Farinaz Koushanfar
Automated Real-Time Analysis of Streaming Big and Dense Data on Reconfigurable Platforms. ACM Trans. Reconfigurable Technol. Syst. 10 (1) (2016)
Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
DeLight: Adding Energy Dimension To Deep Neural Networks. ISLPED (2016)
Azalia Mirhoseini, Ebrahim M. Songhori, Bita Darvish Rouhani, Farinaz Koushanfar
Flexible Transformations For Learning Big Data. SIGMETRICS (2015)
Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Hossein Shirazi, Fatemeh Nikpay, Bita Darvish Rouhani
An Effectiveness Model for Enterprise Architecture Methodologies. Int. J. Enterp. Inf. Syst. 11 (2) (2015)
Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Pourya Nikfard, Bita Darvish Rouhani
Agent-Oriented Based Enterprise Architecture Implementation Methodology. WorldCIST (1) (2015)
Bita Darvish Rouhani, Ebrahim M. Songhori, Azalia Mirhoseini, Farinaz Koushanfar
SSketch: An Automated Framework for Streaming Sketch-Based Analysis of Big Data on FPGA. FCCM (2015)
Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Bita Darvish Rouhani
Current Issues on Enterprise Architecture Implementation Methodology. WorldCIST (2) (2014)

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Publication Activity (10 Years)

Top Topics

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Bita Darvish Rouhani