Publications

Here I list the most recent paper from each of my research fields. For a full list of my papers, consult my Google Scholar.

Model-Based Optimization

In the most recent work, we're introducing functional graphical models. (AIStats 2024)

Meta Reinforcement Learning

We meta-learn Discovered Policy Optimization - an RL algorithm with convergence guarantees. (NeurIPS 2022)

Multi-Agent Reinforcement Learning

We introduce trust region algorithms, HATRPO and HAPPO, to multi-agent RL and prove their monotonic improvement guarantees. (ICLR 2022)