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4. Simulated Evaluation

4.1 Setup

  • Environments: simulated planar manipulator with intermittent contact tasks; stylized trading environment with regime-change events.
  • Baselines: standard RARL, LSTM+RL, contact-agnostic PPO.
  • Metrics: cumulative reward, contact-failure rate, policy variance across seeds, temporal stability score (TS: negative mean squared difference in returns across successive windows).