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

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

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

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

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

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

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

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

Google Scholar

Adnan Siraj Rakin Skills & Research Interests

ML Security

Deep Learning

Computer Vision

System Security

Top articles of Adnan Siraj Rakin

DRAM-Profiler: An Experimental DRAM RowHammer Vulnerability Profiling Mechanism

arXiv preprint arXiv:2404.18396

2024/4/29

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

Proceedings of the AAAI Conference on Artificial Intelligence

2024/3/24

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

2023/12/14

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

arXiv preprint arXiv:2312.09027

2023/12/14

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

arXiv preprint arXiv:2311.16460

2023/11/28

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

2023/10/26

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

2023/10/17

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

Deliang Fan
Deliang Fan

H-Index: 24

Xiaolin Xu
Xiaolin Xu

H-Index: 9

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

arXiv preprint arXiv:2305.08034

2023/5/14

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

System and method for robust neural networking via noise injection

2023/3/16

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

2023

Mohammad Jobayer Hossain
Mohammad Jobayer Hossain

H-Index: 6

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

SSDA: Secure Source-Free Domain Adaptation

2023

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

2022

Li Yang
Li Yang

H-Index: 16

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

Deliang Fan
Deliang Fan

H-Index: 24

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

2022

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

2022

Li Yang
Li Yang

H-Index: 16

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

Deliang Fan
Deliang Fan

H-Index: 24

Deepsteal: Advanced model extractions leveraging efficient weight stealing in memories

2022/5/22

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

Fan Yao
Fan Yao

H-Index: 12

Deliang Fan
Deliang Fan

H-Index: 24

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

Semiconductor Science and Technology

2022/1/13

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

2022

Adnan Siraj Rakin
Adnan Siraj Rakin

H-Index: 10

Improving DNN hardware accuracy by in-memory computing noise injection

IEEE Design & Test

2021/12/27

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

Co-Authors

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