... performance under varying levels of risk aversion and transaction cost regimes. Findings DRL-based strategies significantly outperform traditional portfolio methods (minimum variance, risk parity and maximum sharpe) in terms of cumulative return, sharpe ratio, and robustness to transaction costs. SAC...