Matthew Joseph

ma + jos + at + cis.upenn.edu

561 Levine Hall

3330 Walnut St.

Philadelphia, PA

I'm a second-year PhD student in the Theory Group at UPenn. My advisor is Aaron Roth.

Research

I'm interested in theoretical tools for machine learning, particularly for questions of fairness and transparency.

Papers

  1. Fair Algorithms for Infinite and Contextual Bandits
    With Michael Kearns, Jamie Morgenstern, Seth Neel, and Aaron Roth
    Manuscript.
  2. Fairness in Reinforcement Learning
    With Shahin Jabbari , Michael Kearns, Jamie Morgenstern, and Aaron Roth
    ICML 2017
  3. Fairness in Learning: Classic and Contextual Bandits
    With Michael Kearns, Jamie Morgenstern, and Aaron Roth
    NIPS 2016

Teaching

Service

Other

In my spare time, I enjoy cooking and falling off things.