Adnan Siraj Rakin

Adnan Siraj Rakin

Arizona State University

H-index: 18

North America-United States

About Adnan Siraj Rakin

Adnan Siraj Rakin, With an exceptional h-index of 18 and a recent h-index of 18 (since 2020), a distinguished researcher at Arizona State University, specializes in the field of ML Security, Deep Learning, Computer Vision, System Security.

His recent articles reflect a diverse array of research interests and contributions to the field:

DRAM-Profiler: An Experimental DRAM RowHammer Vulnerability Profiling Mechanism

EMGAN: Early-Mix-GAN on Extracting Server-Side Model in Split Federated Learning

System and method for robust neural networking via noise injection

Dynamic additive attention adaption for memory-efficient multi-domain on-device learning

Inverse Design of Silicon Photonics Components: A Study from Deep Learning Perspective

DeepShuffle: A Lightweight Defense Framework against Adversarial Fault Injection Attacks on Deep Neural Networks in Multi-Tenant Cloud-FPGA

SSDA: Secure Source-Free Domain Adaptation

Systems and methods for a full-stack obfuscation framework to mitigate neural network architecture theft

Adnan Siraj Rakin Information

University

Position

___

Citations(all)

1593

Citations(since 2020)

1556

Cited By

332

hIndex(all)

18

hIndex(since 2020)

18

i10Index(all)

23

i10Index(since 2020)

23

Email

University Profile Page

Arizona State University

Google Scholar

View Google Scholar Profile

Adnan Siraj Rakin Skills & Research Interests

ML Security

Deep Learning

Computer Vision

System Security

Top articles of Adnan Siraj Rakin

Title

Journal

Author(s)

Publication Date

DRAM-Profiler: An Experimental DRAM RowHammer Vulnerability Profiling Mechanism

arXiv preprint arXiv:2404.18396

Ranyang Zhou

Jacqueline T Liu

Nakul Kochar

Sabbir Ahmed

Adnan Siraj Rakin

...

2024/4/29

EMGAN: Early-Mix-GAN on Extracting Server-Side Model in Split Federated Learning

Proceedings of the AAAI Conference on Artificial Intelligence

Jingtao Li

Xing Chen

Li Yang

Adnan Siraj Rakin

Deliang Fan

...

2024/3/24

System and method for robust neural networking via noise injection

2023/3/16

Dynamic additive attention adaption for memory-efficient multi-domain on-device learning

2023/10/26

Inverse Design of Silicon Photonics Components: A Study from Deep Learning Perspective

Mohammad Jobayer Hossain

David Reitano

Adnan Siraj Rakin

2023

DeepShuffle: A Lightweight Defense Framework against Adversarial Fault Injection Attacks on Deep Neural Networks in Multi-Tenant Cloud-FPGA

Yukui Luo

Adnan Siraj Rakin

Deliang Fan

Xiaolin Xu

2023/10/17

SSDA: Secure Source-Free Domain Adaptation

Sabbir Ahmed

Abdullah Al Arafat

Mamshad Nayeem Rizve

Rahim Hossain

Zhishan Guo

...

2023

Systems and methods for a full-stack obfuscation framework to mitigate neural network architecture theft

2023/12/14

Dnn-defender: An in-dram deep neural network defense mechanism for adversarial weight attack

arXiv preprint arXiv:2305.08034

Ranyang Zhou

Sabbir Ahmed

Adnan Siraj Rakin

Shaahin Angizi

2023/5/14

DRAM-Locker: A General-Purpose DRAM Protection Mechanism against Adversarial DNN Weight Attacks

arXiv preprint arXiv:2312.09027

Ranyang Zhou

Sabbir Ahmed

Arman Roohi

Adnan Siraj Rakin

Shaahin Angizi

2023/12/14

Method and System for Training a Neural Network for Generating Universal Adversarial Perturbations

2023/4/13

Methods of training deep neural networks (dnn) using signal non-idealities and quantization associated with in-memory operations and related devices

2023/3/23

Threshold breaker: Can counter-based rowhammer prevention mechanisms truly safeguard dram?

arXiv preprint arXiv:2311.16460

Ranyang Zhou

Jacqueline Liu

Sabbir Ahmed

Nakul Kochar

Adnan Siraj Rakin

...

2023/11/28

Exploration of Security and Privacy Challenges through Adversarial Weight Perturbation in Deep Learning Models

Adnan Siraj Rakin

2022

Rep-net: Efficient on-device learning via feature reprogramming

Li Yang

Adnan Siraj Rakin

Deliang Fan

2022

Ressfl: A resistance transfer framework for defending model inversion attack in split federated learning

Jingtao Li

Adnan Siraj Rakin

Xing Chen

Zhezhi He

Deliang Fan

...

2022

Da3: Dynamic additive attention adaption for memory-efficient on-device multi-domain learning

Li Yang

Adnan Siraj Rakin

Deliang Fan

2022

Deepsteal: Advanced model extractions leveraging efficient weight stealing in memories

Adnan Siraj Rakin

Md Hafizul Islam Chowdhuryy

Fan Yao

Deliang Fan

2022/5/22

Improving the accuracy and robustness of rram-based in-memory computing against rram hardware noise and adversarial attacks

Semiconductor Science and Technology

Sai Kiran Cherupally

Jian Meng

Adnan Siraj Rakin

Shihui Yin

Injune Yeo

...

2022/1/13

RA-BNN: Constructing Robust & Accurate Binary Neural Network to Simultaneously Defend Adversarial Bit-Flip Attack and Improve Accuracy

arXiv preprint arXiv:2103.13813

Adnan Siraj Rakin

Li Yang

Jingtao Li

Fan Yao

Chaitali Chakrabarti

...

2021/3/22

See List of Professors in Adnan Siraj Rakin University(Arizona State University)

Co-Authors

H-index: 80
Shimeng Yu

Shimeng Yu

Georgia Institute of Technology

H-index: 61
Yu Cao

Yu Cao

Arizona State University

H-index: 52
Pierre Moulin

Pierre Moulin

University of Illinois at Urbana-Champaign

H-index: 52
Chaitali Chakrabarti

Chaitali Chakrabarti

Arizona State University

H-index: 42
Jae-sun Seo

Jae-sun Seo

Arizona State University

H-index: 41
Deliang Fan

Deliang Fan

Arizona State University

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