MIRAZUL HAQUE

WELCOME TO MY WEBSITE




    ABOUT ME

The University of Texas at Dallas

Hello, my name is Mirazul Haque.

I am currently pursuing PhD in the field of Computer Science at University of Texas at Dallas. I am working under the supervision of Dr. Wei Yang and my research interest includes AI Security and Software Engineering. In 2015, I have received my bachelors degree in Electronics and Communications Engineering from Heritage Institute of Technology, Kolkata.

Feel free to connect with me on LinkedIn or even shoot me an email.

    RESEARCH PROJECTS


With the increase in the number of layers and parameters in neural networks, energy consumption of neural networks has become a great concern to society, especially to users of handheld or embedded devices. In this project, we investigate the robustness of neural networks against energy-oriented attacks. Specifically, we propose ILFO (Intermediate Output Based Loss Function Optimization) attack against a type of energy-saving neural networks, Adaptive Neural Networks (AdNN).
An AdNN can dynamically deactivate part of its model based on the need of the inputs to decrease energy consumption. ILFO (Intermediate Output Based Loss Function Optimization) leverage intermediate output as a proxy to infer the relation between input and its corresponding energy consumption.
ILFO has shown an increase up to 100 % of the remaining FLOPs (floating-point operations per second) count of AdNNs with minimum noise added to input images. To our knowledge, this is the first attempt to attack the energy consumption of a DNN.

You may read more about it here.

    CONFERENCE PUBLICATIONS

    ILFO: Adversarial Attacks on Adaptive Neural Networks

Authors: Mirazul Haque, Anki Chauhan, Cong Liu, Wei Yang

In The Conference on Computer Vision and Pattern Recognition (CVPR) 2020

You may read it here

2020

    EXPERIENCE

WORK

    Apple Inc.

Designation: Wifi P2P Intern
Jun 2020-August 2020

    Futurewei Technologies

Designation: Data Service Systems Intern
May 2019-August 2019

    Infosys Technologies

Designation: Systems Engineer
July 2015 - May 2017

TEACHING ASSISTANCE


Database Design (CS 6360)    

Spring 2019 and Spring 2020


Operating Systems (CS 4348)    

Fall 2019

   Education

The University of Texas at Dallas

PhD, Computer Science

2019-Now

The University of Texas at Dallas

MS, Computer Science
2017-2019

   CURRICULAM VITAE