RFRL Gym: A Reinforcement Learning Testbed for Cognitive Radio Applications. - Daniel Rosen; Illa Rochez; Caleb McIrvin; Joshua Lee; Kevin D'Alessandro; Max Wiecek; Nhan Hoang; Ramzy Saffarini; Sam Philips; Vanessa Jones; Will Ivey; Zavier Harris-Smart; et al. (ICMLA, 2023)

A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications. - Sriniketh Vangaru; Daniel Rosen; Dylan Green; Raphael Rodriguez; Maxwell Wiecek; Amos Johnson; Alyse M. Jones; William C. Headley (CCNC, 2025)

Demonstration of the Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications. - Sriniketh Vangaru; Daniel Rosen; Dylan Green; Raphael Rodriguez; Maxwell Wiecek; Amos Johnson; Alyse M. Jones; William C. Headley (CCNC, 2025)