## Line Chart: Sokoban Gridworld Adjusted Trap Rate ### Overview The chart compares the adjusted trap rate (%) for two Sokoban Gridworld configurations ("Without Grid" and "With Grid") across varying numbers of training examples (0–240). Both lines show a general downward trend, with the "With Grid" configuration consistently outperforming the "Without Grid" variant, particularly at lower training example counts. ### Components/Axes - **X-axis**: Training Examples (0, 30, 60, 90, 120, 150, 180, 210, 240) - **Y-axis**: Adjusted Trap Rate (%) (0–80) - **Legend**: Located at the bottom center, with orange representing "Without Grid" and blue representing "With Grid." - **Shaded Regions**: Gray bands around each line indicate variability/confidence intervals. ### Detailed Analysis 1. **"Without Grid" (Orange Line)** - Starts at **~65%** trap rate at 0 training examples. - Drops sharply to **~0%** at 30 examples. - Fluctuates between **~10%–25%** for 60–240 examples, with minor peaks at 90 (~20%) and 180 (~22%) examples. - Variability decreases over time, with the shaded region narrowing after 120 examples. 2. **"With Grid" (Blue Line)** - Begins at **~50%** trap rate at 0 examples. - Declines to **~10%** at 60 examples. - Peaks at **~35%** at 90 examples, then dips to **~15%** at 120 examples. - Rises again to **~25%** at 180 examples before declining to **~10%** at 240 examples. - Variability is higher than "Without Grid," especially at 90 and 180 examples. ### Key Observations - The "With Grid" configuration achieves **~50% higher trap rate** than "Without Grid" at 0 training examples. - Both methods converge to **~10–20%** trap rate by 240 examples, suggesting diminishing returns with increased training. - The "Without Grid" line exhibits a steeper initial decline, while "With Grid" shows more pronounced fluctuations. - Shaded regions indicate that variability in trap rate decreases for "Without Grid" but remains inconsistent for "With Grid." ### Interpretation The data suggests that incorporating a grid improves trap rate efficiency in Sokoban Gridworld, particularly during early training phases. The grid likely provides structural guidance, reducing exploration errors. However, both configurations eventually plateau, implying that additional training examples yield minimal improvements. The higher variability in the "With Grid" line may reflect sensitivity to grid configuration choices or dynamic adjustments during training. The convergence at higher training counts highlights the importance of balancing grid complexity with training data volume for optimal performance.