BitRL: Reinforcement Learning with 1-bit Quantized Language Models for Resource-Constrained Edge Deployment. - Md. Ashiq Ul Islam Sajid; Mohammad Sakib Mahmood; Md. Tareq Hasan; Md Abdur Rahim; Rafat Ara; Md. Arafat Hossain (CoRR, 2026)