We begin the REPUBLIC project supported by ANR (French National Research Agency) as a part of the JCJC (young researcher) program.
In REPUBLIC, our goal is
- developing a unified framework to address robustness, privacy, and unbiasedness (fairness) in online learning as Reinforcement Learning with constraints,
- building the theory of Reinforcement Learning with constraints,
- applying the theory and framework to sample-sensitive real-life applications, such as healthcare, agriculture, and algorithmic auditing.
