2 papers
cs.LG2025
Why and How Auxiliary Tasks Improve JEPA Representations
Jiacan Yu, Siyi Chen, Mingrui Liu +5
Joint-Embedding Predictive Architecture (JEPA) is increasingly used for visual representation learning and as a component in model-based RL, but its behavior remains poorly underst…
cs.GT2025
The Power of Regularization in Solving Extensive-Form Games
Mingyang Liu, Asuman Ozdaglar, Tiancheng Yu +1
In this paper, we investigate the power of {\it regularization}, a common technique in reinforcement learning and optimization, in solving extensive-form games (EFGs). We propose a…