CS639: Algorithmic Game Theory & Learning
University of Wisconsin-Madison, Spring 2026
Lecture Notes
Course overview,  
Slides.
Chapter 1: General sum games (4-6 lectures),  
Slides.
Chapter 2: Zero sum games (1-2 lectures),  
Slides.
Chapter 3: Solving games via linear programming (1-2 lectures).
Chapter 4: Online learning (1-2 lectures).
Chapter 5: Learning in games (3-4 lectures).
Chapter 6: Mechanism design without money (4-6 lectures).
Chapter 7: Mechanism design with money (3-5 lectures).
Chapter 8: Cooperative game theory (2-3 lectures).
Recommended Reading
Course Schedule
| Date | Topics | Reading | Announcements |
| Tue. 1/20 | Course overview and logistics, Begin Ch0, normal form games, dominant strategy equilibria | KP Chapter 4 | Homework 0 released |
| Thu. 1/22 | Safe strategies, Nash equilibria, indifference principle | KP Chapter 4 | |
| Tue. 1/27 | | | |
| Thu. 1/29 | | | Homework 0 due on 1/30 |
| Tue. 2/3 | | | |
| Thu. 2/5 | | | |
| Tue. 2/10 | | | |
| Thu. 2/12 | | | Homework 1 due on 2/13 |
| Tue. 2/17 | | | |
| Thu. 2/19 | | | |
| Tue. 2/24 | | | |
| Thu. 2/26 | | | Homework 2 due on 2/27 |
| Tue. 3/3 | | | |
| Thu. 3/5 | | | |
| Tue. 3/10 | | | |
| Thu. 3/12 | | | Homework 3 due on 3/13 |
| Tue. 3/17 | | | |
| Thu. 3/19 | | | |
| Tue. 3/24 | | | |
| Thu. 3/26 | | | Homework 4 due on 3/27 |
| Tue. 3/31 | Spring break | | |
| Thu. 4/2 | Spring break | | |
| Tue. 4/7 | | | |
| Thu. 4/9 | | | |
| Tue. 4/14 | | | |
| Thu. 4/16 | | | Homework 5 due on 4/17 |
| Tue. 4/21 | | | |
| Thu. 4/23 | | | |
| Tue. 4/28 | | | |
| Thu. 4/30 | | | Homework 6 due on 5/01 |
| Wed. 5/06 | Final exam, 12.25 PM – 2.25 PM | | |
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