GPU-vectorized trading environments speed up RL sampling by up to 1,746x, and ensemble agents modestly reduce drawdown and Sharpe volatility, although a single PPO agent posted the best stock returns in Table 2.
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Revisiting Ensemble Methods for Stock Trading and Crypto Trading Tasks at ACM ICAIF FinRL Contest 2023-2024
GPU-vectorized trading environments speed up RL sampling by up to 1,746x, and ensemble agents modestly reduce drawdown and Sharpe volatility, although a single PPO agent posted the best stock returns in Table 2.