Phase Transitions in RL

A statistical learning perspective on reinforcement learning.

For my Reinforcement Learning course project, I am exploring the topic of “Phase Transitions in RL, a singular learning perspective.”

Here is the current theoretical progress on it: Phase Transitions in Reinforcement Learning

This needs to be update to add a few more things about the experiments and progress, and it covers the theory part as of now.

I am currently in the research phase, and prerequisities and other study is done.

Here are the slides for the talk (initial presentation for the project) given in CMI on March 31, 2026: Slides