TabQL: In-Context Q-Learning with Tabular Foundation Models

Qisai Liu, Zhanhong Jiang, Timilehin Ayanlade +4

We propose Tabular Q-Learning (TabQL), a reinforcement learning framework that replaces the conventional parametric Q-network in Deep Q-Learning (DQN) with a tabular foundation mod…