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IST597 [Fall 2021] Adversarial Machine Learning

IST 597: Adversarial Machine Learning

Overview

Machine learning techniques are prevalent in solving real-world problems, however, they are also found to be vulnerable to malicious adversaries. This has raised serious security concerns and trustworthy issues in the current machine learning systems. In this course, students will learn about understanding the risks posed by adversaries to the current machine learning systems, as well as designing more advanced defense techniques to mitigate those risks.

This course is focused on helping students explore new research directions and applications in Adversarial Machine Learning. As part of this focus, students will understand the vulnerabilities of different machine learning algorithms or improve the current machine learning model robustness through a series of readings and projects.

Prerequisites

This course requires the knowledge of an undergrad level machine learning course, basic background on linear algebra and calculus.

Logistics

Grading Policy

Grades will be computed based on the following factors:

Final grade cutoff:

Schedule

# Date Topics Paper Presentation Assignment Due
1 08/26 Course Introduction (Adversarial ML)    
2 09/02 Basic Adversarial Attacks in Deep Learning   Reading SignUp Due
3 09/09 Adversarial Attacks in Practical Settings ✔️  
4 09/16 Proposal Presentation (SignUp)   Final Proj Proposal Due
5 09/23 Defenses Strategies for Adversarial Attacks ✔️  
6 09/30 Understanding Adversarial Training & Certified Defenses ✔️  
7 10/07 Poisoning Attacks in Deep Learning ✔️  
8 10/14 Backdoor Attacks and Defenses ✔️  
9 10/21 Learnability Attacks in Deep Learning ✔️  
10 10/28 Project Midterm Presenetation   Proj Midterm Report Due
11 11/04 Adversarial Machine Learning beyond Image Classification ✔️  
12 11/11 Privacy Attacks and Defenses ✔️  
13 11/18 Fairness in Machine Learning ✔️  
14 11/25 No Class (Thanksgiving Holiday)    
15 12/02 Final Project Presentation    
16 12/09 Final Project Presentation    
NA 12/13 NA   Paper Review Report Due
Final Project Report Due

The instructor reserves the rights to make any changes.

Paper Presentation

Paper Reviews

Final Project

Late Submission Policy

Mask Policy

Penn State University requires everyone to wear a face mask in all university buildings, including classrooms, regardless of vaccination status. ALL STUDENTS MUST wear a mask appropriately (i.e., covering both your mouth and nose) while you are indoors on campus. This is to protect your health and safety as well as the health and safety of your classmates, instructor, and the university community. Anyone attending class without a mask will be asked to put one on or leave. Instructors may end class if anyone present refuses to appropriately wear a mask for the duration of class. Students who refuse to wear masks appropriately may face disciplinary action for Code of Conduct violations. If you feel you cannot wear a mask during class, please speak with your adviser immediately about your options for altering your schedule.

ACADEMIC INTEGRITY STATEMENT

Academic integrity is the pursuit of scholarly activity in an open, honest and responsible manner. Academic integrity is a basic guiding principle for all academic activity at The Pennsylvania State University, and all members of the University community are expected to act in accordance with this principle. Consistent with this expectation, the University’s Code of Conduct states that all students should act with personal integrity, respect other students’ dignity, rights and property, and help create and maintain an environment in which all can succeed through the fruits of their efforts.

Academic integrity includes a commitment by all members of the University community not to engage in or tolerate acts of falsification, misrepresentation or deception. Such acts of dishonesty violate the fundamental ethical principles of the University community and compromise the worth of work completed by others.

DISABILITY ACCOMMODATION STATEMENT

Penn State welcomes students with disabilities into the University’s educational programs. Every Penn State campus has an office for students with disabilities. Student Disability Resources (SDR) website provides contact information for every Penn State campus (http://equity.psu.edu/sdr/disability-coordinator). For further information, please visit Student Disability Resources website (http://equity.psu.edu/sdr/).

In order to receive consideration for reasonable accommodations, you must contact the appropriate disability services office at the campus where you are officially enrolled, participate in an intake interview, and provide documentation: See documentation guidelines (http://equity.psu.edu/sdr/guidelines). If the documentation supports your request for reasonable accommodations, your campus disability services office will provide you with an accommodation letter. Please share this letter with your instructors and discuss the accommodations with them as early as possible. You must follow this process for every semester that you request accommodations.

COUNSELING AND PSYCHOLOGICAL SERVICES STATEMENT

Many students at Penn State face personal challenges or have psychological needs that may interfere with their academic progress, social development, or emotional wellbeing. The university offers a variety of confidential services to help you through difficult times, including individual and group counseling, crisis intervention, consultations, online chats, and mental health screenings. These services are provided by staff who welcome all students and embrace a philosophy respectful of clients’ cultural and religious backgrounds, and sensitive to differences in race, ability, gender identity and sexual orientation.

Counseling and Psychological Services at University Park (CAPS) (http://studentaffairs.psu.edu/counseling/): 814-863-0395

Counseling and Psychological Services at Commonwealth Campuses (https://senate.psu.edu/faculty/counseling-services-at-commonwealth-campuses/)

Penn State Crisis Line (24 hours/7 days/week): 877-229-6400 Crisis Text Line (24 hours/7 days/week): Text LIONS to 741741

EDUCATIONAL EQUITY/REPORT BIAS STATEMENTS

Consistent with University Policy AD29, students who believe they have experienced or observed a hate crime, an act of intolerance, discrimination, or harassment that occurs at Penn State are urged to report these incidents as outlined on the University’s Report Bias webpage (http://equity.psu.edu/reportbias/)