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Algorithmic Trading on Core Synthetic Market

48.6ReturnIdeal execution ablation
24.78430.96737.1543.333May 16, 2026

Evaluation results

MethodLinks
Ideal execution ablationSeeds=3, 7, and 11, Setting=ideal execution2026.0548.68.8789.5-0.01996.5271
No-risk ablationSeeds=3, 7, and 11, Setting=no-risk2026.0546.87.94910.3-0.02967.34,337.4
Risk-aware realistic agentSeeds=3, 7, and 11, Setting=realistic2026.0542.37.6969.8-0.02587.64,306.3
Buy-and-hold realisticSeeds=3, 7, and 11, Setting=realistic2026.0525.72.91317.2-0.26189.5769.5