Before revision:  We consider three different state characterizations, which differ in the LOB-based meta-features they include. Agents learn trading strategies able to produce stable positive returns in spite of the highly stochastic and non-stationary environment, which is remarkable itself.
After revision:  We consider three different state characterizations, which differ in the LOB-based meta-features .