Bita Darvish Rouhani

52 papers A* 9A 6B 1C 1Misc 2Journal 27Unranked 5

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Beyond the Buzz: A Pragmatic Take on Inference Disaggregation. CoRR Tiyasa Mitra, Ritika Borkar, Nidhi Bhatia, Ramon Matas, Shivam Raj, Dheevatsa Mudigere, Ritchie Zhao, Maximilian Golub, Arpan Dutta, Sailaja Madduri, Dharmesh Jani, Brian Pharris, Bita Darvish Rouhani
2025	J	`jnl`	Efficient MoE Serving in the Memory-Bound Regime: Balance Activated Experts, Not Tokens. CoRR Yanpeng Yu, Haiyue Ma, Krish Agarwal, Nicolai Oswald, Qijing Huang, Hugo Linsenmaier, Chunhui Mei, Ritchie Zhao, Ritika Borkar, Bita Darvish Rouhani, David Nellans, Ronny Krashinsky, Anurag Khandelwal
2025	J	`jnl`	Helix Parallelism: Rethinking Sharding Strategies for Interactive Multi-Million-Token LLM Decoding. CoRR Nidhi Bhatia, Ankit More, Ritika Borkar, Tiyasa Mitra, Ramon Matas, Ritchie Zhao, Maximilian Golub, Dheevatsa Mudigere, Brian Pharris, Bita Darvish Rouhani
2025	—	`conf`	Key, Value, Compress: A Systematic Exploration of KV Cache Compression Techniques. CICC Neusha Javidnia, Bita Darvish Rouhani, Farinaz Koushanfar
2025	J	`jnl`	Key, Value, Compress: A Systematic Exploration of KV Cache Compression Techniques. CoRR Neusha Javidnia, Bita Darvish Rouhani, Farinaz Koushanfar
2025	—	`conf`	ResMoE: Space-efficient Compression of Mixture of Experts LLMs via Residual Restoration. KDD (1) Mengting Ai, Tianxin Wei, Yifan Chen, Zhichen Zeng, Ritchie Zhao, Girish Varatkar, Bita Darvish Rouhani, Xianfeng Tang, Hanghang Tong, Jingrui He
2025	J	`jnl`	ResMoE: Space-efficient Compression of Mixture of Experts LLMs via Residual Restoration. CoRR Mengting Ai, Tianxin Wei, Yifan Chen, Zhichen Zeng, Ritchie Zhao, Girish Varatkar, Bita Darvish Rouhani, Xianfeng Tang, Hanghang Tong, Jingrui He
2024	J	`jnl`	Intellectual Property Protection of Deep-Learning Systems via Hardware/Software Co-Design. IEEE Des. Test Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar
2023	J	`jnl`	Microscaling Data Formats for Deep Learning. CoRR 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
2023	A*	`conf`	With Shared Microexponents, A Little Shifting Goes a Long Way. ISCA 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
2021	J	`jnl`	CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning. IEEE Trans. Dependable Secur. Comput. Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
2021	J	`jnl`	Hardware/Algorithm Codesign for Adversarially Robust Deep Learning. IEEE Des. Test Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi, Farinaz Koushanfar
2021	J	`jnl`	SWANN: Small-World Architecture for Fast Convergence of Neural Networks. IEEE J. Emerg. Sel. Topics Circuits Syst. Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar
2020	A*	`conf`	Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point. NeurIPS 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
2020	A	`conf`	SpecMark: A Spectral Watermarking Framework for IP Protection of Speech Recognition Systems. INTERSPEECH Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
2019	J	`jnl`	BlackMarks: Blackbox Multibit Watermarking for Deep Neural Networks. CoRR Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
2019	J	`jnl`	Deep Learning on Private Data. IEEE Secur. Priv. M. Sadegh Riazi, Bita Darvish Rouhani, Farinaz Koushanfar
2019	A*	`conf`	DeepAttest: an end-to-end attestation framework for deep neural networks. ISCA Huili Chen, Cheng Fu, Bita Darvish Rouhani, Jishen Zhao, Farinaz Koushanfar
2019	B	`conf`	DeepMarks: A Secure Fingerprinting Framework for Digital Rights Management of Deep Learning Models. ICMR Huili Chen, Bita Darvish Rouhani, Cheng Fu, Jishen Zhao, Farinaz Koushanfar
2019	A*	`conf`	DeepSigns: An End-to-End Watermarking Framework for Ownership Protection of Deep Neural Networks. ASPLOS Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
2019	J	`jnl`	SWNet: Small-World Neural Networks and Rapid Convergence. CoRR Mojan Javaheripi, Bita Darvish Rouhani, Farinaz Koushanfar
2019	J	`jnl`	Safe Machine Learning and Defeating Adversarial Attacks. IEEE Secur. Priv. Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
2019	A	`conf`	SemiHD: Semi-Supervised Learning Using Hyperdimensional Computing. ICCAD Mohsen Imani, Samuel Bosch, Mojan Javaheripi, Bita Darvish Rouhani, Xinyu Wu, Farinaz Koushanfar, Tajana Rosing
2018	J	`jnl`	AgileNet: Lightweight Dictionary-based Few-shot Learning. CoRR Mohammad Ghasemzadeh, Fang Lin, Bita Darvish Rouhani, Farinaz Koushanfar, Ke Huang
2018	A	`conf`	Assured deep learning: practical defense against adversarial attacks. ICCAD Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
2018	A	`conf`	CausaLearn: Automated Framework for Scalable Streaming-based Causal Bayesian Learning using FPGAs. FPGA Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar
2018	A	`conf`	DeepFense: online accelerated defense against adversarial deep learning. ICCAD Bita Darvish Rouhani, Mohammad Samragh, Mojan Javaheripi, Tara Javidi, Farinaz Koushanfar
2018	J	`jnl`	DeepMarks: A Digital Fingerprinting Framework for Deep Neural Networks. CoRR Huili Chen, Bita Darvish Rouhani, Farinaz Koushanfar
2018	J	`jnl`	DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models. CoRR Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
2018	J	`jnl`	DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models. IACR Cryptol. ePrint Arch. Bita Darvish Rouhani, Huili Chen, Farinaz Koushanfar
2018	A*	`conf`	Deepsecure: scalable provably-secure deep learning. DAC Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
2018	A*	`conf`	MAXelerator: FPGA accelerator for privacy preserving multiply-accumulate (MAC) on cloud servers. DAC Siam U. Hussain, Bita Darvish Rouhani, Mohammad Ghasemzadeh, Farinaz Koushanfar
2018	J	`jnl`	Performance Comparison of Contemporary DNN Watermarking Techniques. CoRR Huili Chen, Bita Darvish Rouhani, Xinwei Fan, Osman Cihan Kilinc, Farinaz Koushanfar
2018	J	`jnl`	ReDCrypt: Real-Time Privacy-Preserving Deep Learning Inference in Clouds Using FPGAs. ACM Trans. Reconfigurable Technol. Syst. Bita Darvish Rouhani, Siam Umar Hussain, Kristin E. Lauter, Farinaz Koushanfar
2018	—	`—`	Succinct and Assured Machine Learning: Training and Execution. Bita Darvish Rouhani
2017	J	`jnl`	CuRTAIL: ChaRacterizing and Thwarting AdversarIal deep Learning. CoRR Bita Darvish Rouhani, Mohammad Samragh, Tara Javidi, Farinaz Koushanfar
2017	A*	`conf`	Deep3: Leveraging Three Levels of Parallelism for Efficient Deep Learning. DAC Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
2017	J	`jnl`	DeepSecure: Scalable Provably-Secure Deep Learning. CoRR Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
2017	J	`jnl`	DeepSecure: Scalable Provably-Secure Deep Learning. IACR Cryptol. ePrint Arch. Bita Darvish Rouhani, M. Sadegh Riazi, Farinaz Koushanfar
2017	—	`conf`	ExtDict: Extensible Dictionaries for Data- and Platform-Aware Large-Scale Learning. IPDPS Workshops Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
2017	J	`jnl`	RISE: An Automated Framework for Real-Time Intelligent Video Surveillance on FPGA. ACM Trans. Embed. Comput. Syst. Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
2017	C	`conf`	TinyDL: Just-in-time deep learning solution for constrained embedded systems. ISCAS Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
2016	J	`jnl`	Automated Real-Time Analysis of Streaming Big and Dense Data on Reconfigurable Platforms. ACM Trans. Reconfigurable Technol. Syst. Bita Darvish Rouhani, Azalia Mirhoseini, Ebrahim M. Songhori, Farinaz Koushanfar
2016	J	`jnl`	Chime: Checkpointing Long Computations on Interm ittently Energized IoT Devices. IEEE Trans. Multi Scale Comput. Syst. Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
2016	A	`conf`	DeLight: Adding Energy Dimension To Deep Neural Networks. ISLPED Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
2016	Misc	`conf`	Going deeper than deep learning for massive data analytics under physical constraints. CODES+ISSS Bita Darvish Rouhani, Azalia Mirhoseini, Farinaz Koushanfar
2016	A*	`conf`	Perform-ML: performance optimized machine learning by platform and content aware customization. DAC Azalia Mirhoseini, Bita Darvish Rouhani, Ebrahim M. Songhori, Farinaz Koushanfar
2015	—	`conf`	Agent-Oriented Based Enterprise Architecture Implementation Methodology. WorldCIST (1) Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Pourya Nikfard, Bita Darvish Rouhani
2015	J	`jnl`	An Effectiveness Model for Enterprise Architecture Methodologies. Int. J. Enterp. Inf. Syst. Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Hossein Shirazi, Fatemeh Nikpay, Bita Darvish Rouhani
2015	A*	`conf`	Flexible Transformations For Learning Big Data. SIGMETRICS Azalia Mirhoseini, Ebrahim M. Songhori, Bita Darvish Rouhani, Farinaz Koushanfar
2015	Misc	`conf`	SSketch: An Automated Framework for Streaming Sketch-Based Analysis of Big Data on FPGA. FCCM Bita Darvish Rouhani, Ebrahim M. Songhori, Azalia Mirhoseini, Farinaz Koushanfar
2014	—	`conf`	Current Issues on Enterprise Architecture Implementation Methodology. WorldCIST (2) Babak Darvish Rouhani, Mohd Naz'ri Mahrin, Fatemeh Nikpay, Bita Darvish Rouhani