## Line Chart: Performance vs. Max Rollout
### Overview
The image is a line chart comparing the performance (in percentage) of five different methods ("Ours", "SRA-MCTS", "SRA-MCTS_no_eg", "LDB", and "ToT") against the "Max Rollout" parameter, which ranges from 1 to 10. The chart shows how the performance of each method changes as the "Max Rollout" increases.
### Components/Axes
* **X-axis:** "Max Rollout", with integer values from 1 to 10.
* **Y-axis:** "Performance (%)", with values ranging from 30 to 70, in increments of 5.
* **Legend:** Located in the top-left corner, it identifies each line by color and label:
* Green: "Ours"
* Red: "SRA-MCTS"
* Purple: "SRA-MCTS_no_eg"
* Blue: "LDB"
* Orange: "ToT"
### Detailed Analysis
* **"Ours" (Green):** The line generally slopes upward, indicating increasing performance with higher "Max Rollout".
* Rollout 1: ~54%
* Rollout 3: ~57%
* Rollout 7: ~62%
* Rollout 10: ~63%
* **"SRA-MCTS" (Red):** The line fluctuates, showing an initial increase followed by a decrease and then stabilization.
* Rollout 1: ~37%
* Rollout 3: ~43%
* Rollout 7: ~43%
* Rollout 10: ~41%
* **"SRA-MCTS_no_eg" (Purple):** The line remains relatively flat, indicating little change in performance with increasing "Max Rollout".
* Rollout 1: ~42%
* Rollout 5: ~45%
* Rollout 10: ~45%
* **"LDB" (Blue):** The line generally slopes upward, showing increasing performance with higher "Max Rollout", but plateaus after Rollout 6.
* Rollout 1: ~40%
* Rollout 6: ~50%
* Rollout 10: ~50%
* **"ToT" (Orange):** The line increases sharply initially, then decreases slightly after Rollout 5.
* Rollout 1: ~42%
* Rollout 5: ~58%
* Rollout 10: ~55%
### Key Observations
* "Ours" consistently outperforms the other methods across all "Max Rollout" values.
* "SRA-MCTS" has the lowest performance among the methods.
* "SRA-MCTS_no_eg" shows the least variation in performance.
* "LDB" and "ToT" show initial improvements, but their performance plateaus or decreases slightly at higher "Max Rollout" values.
### Interpretation
The chart suggests that increasing the "Max Rollout" parameter generally improves the performance of the methods, but the extent of improvement varies. The "Ours" method demonstrates the highest and most consistent performance gains with increasing "Max Rollout". The "SRA-MCTS" method consistently underperforms compared to the others. The "SRA-MCTS_no_eg" method's stable performance suggests it may be less sensitive to changes in the "Max Rollout" parameter. The plateauing of "LDB" and "ToT" indicates that there may be a point of diminishing returns for these methods with increasing "Max Rollout".
