Objective: Explore the application of Deep Reinforcement Learning $($DRL$)$ in specific domains, identify three significant papers, and conduct a exploratory and comparative analysis.

Choose an Application Area:

For instance, select an application domain from the following list $($but not limited$)$:

Autonomous Vehicle Control

Robotics Navigation

Game Playing $($e$.$g$.,$ Chess, Go$,$ Atari Games$)$

Gesture Generation $/$ Synthesis

Financial Trading

Smart Grid Management

Healthcare Treatment Recommendations

Personalized Recommendations

Natural Language Processing

Industrial Process Control

Smart City Traffic Management

Identify Three Research Papers

Select three conference$/$journal papers from reputed sources like IEEE, Springer, or ACM that focus on the application of DRL in your chosen domain from step $1.$ Highlight the following $($at least $5)$ using the below list and add comments in each of the selected papers $($strictly pdf format only$).$

Proposed framework

Problem Statement

Key Contributions

State space, Action space, Policy, Transition function, Reward function, Goal statement

Network structure description

Implementation Strategy

Performance evaluation

Generalization capabilities

Ablation Study

Advantages $/$ Applications $/$ Limitations

Upload all three PDFs as individual files $($Must: highlights and comments$)$ on Canvas.

Create a Comparison Table:

Compare the three papers and present your findings in a table with the following titles:

Group Number, Member Names, and BITS ID

PAPER $1,$ PAPER $2,$ PAPER $3($with subheadings: Title, Domain, Authors, Year of Publication, Algorithms $/$ Methods, Environment $/$ Simulation Platform, Exploration Strategy, Reward Function, Policy$/$Value Function Representation, Learning Rate $/$ Hyperparameters, Loss function used, Convergence Criteria, Evaluation$/$Performance Metric, Dataset$/$Simulation Details, URL if public dataset$)$

Conclusion: End the comparison with a proper conclusion highlighting your observations. Justify the choice of each paper used in the study.

Submission: Upload the comparison table as one PDF$.($Improper table formatting leads to marks reduction$)$