I. Introduction
A. Motivations of the Paper
B. Related Work
C. Paper Contributions

II. Radio Resources and Conventional RRAM Techniques
A. Radio Resources: Definitions and Types (or Issues)
B. Conventional RRAM Techniques
C. Limitation of Conventional RRAM Techniques
D. Advantages of Using DRL-Based Techniques for RRAM

III. Overview of DRL Techniques Used for RRAM
A. The Markov Decision Process (MDP)
B. Value-Based Algorithms
C. Policy-Based Algorithm
D. Other DRL Algorithms
E. Multi-Agent DRL Algorithms

IV. DRL-Based Radio Resource Allocation and Management for Next Generation Wireless Networks
A. DRL for Power Allocation
B. DRL for Spectrum Allocation and Access Control
C. DRL for Rate Control
D. DRL for Joint RRAM

V. Open Challenges and Future Research Directions

VI. Conclusion