Disclaimer: scribe notes are drafts, provided for use in CS 6828, and likely contain typographical errors.
| Date | Topic | Readings and Assignments |
|---|---|---|
| Aug 26 | Introduction | |
| Aug 28 | Review of Supervised Learning | |
| Sept 2 | NO CLASS: Labor Day | |
| Sept 4 | Multicalibration | References: • Calibration for the (Computationally-Identifiable) Masses |
| Sept 9 | Learning Multicalibrated Predictors | |
| Sept 11 | The Statistical Complexity of Multicalibration | HW1 due Sept 27 |
| Sept 16 | Interrogating the Data | References: • Fairness Through Awareness • Equality of Opportunity in Supervised Learning • Inherent Trade-Offs in the Fair Determination of Risk Scores |
| Sept 18 | More on Algorithmic Stereotyping | References: • Is Your Model Predicting the Past? |
| Sept 23 | Outcome Indistinguishability | References: • Outcome Indistinguishability |
| Sept 25 | OI Beyond Multicalibration | References: • Beyond Bernoulli: Generating Random Outcomes that cannot be Distinguished from Nature |
| Sept 30 | Loss Minimization via OI | References: • Loss Minimization through the Lens of Outcome Indistinguishability |
| Oct 2 | Omnipredictors | References: • Omnipredictors |
| Oct 7 | Performative Prediction | References: • Performative Prediction • Making Decisions under Outcome Performativity |
| Oct 9 | More on Performative Prediction | |
| Oct 14 | NO CLASS: Fall Break | |
| Oct 16 | ||
| Oct 21 | ||
| Oct 23 | ||
| Oct 28 | NO CLASS: Staff @ FOCS | |
| Oct 30 | ||
| Nov 4 | Presentations by | |
| Nov 6 | Presentations by | |
| Nov 11 | Presentations by | |
| Nov 13 | Presentations by | |
| Nov 18 | Presentations by | |
| Nov 20 | Presentations by | |
| Nov 25 | NO CLASS: Take-Home Final | |
| Nov 27 | NO CLASS: Thanksgiving Break | |
| Dec 2 | Presentations by | |
| Dec 4 | Presentations by | |
| Dec 9 | Presentations by End of Class Reception |