Klein, Zain, and Victor Price. “Probe-Then-Commit: Constrained Reinforcement Learning for Adaptive Precision and Early-Exit Inference on Resource-Constrained Edge Devices”. International Journal of Advanced Engineering and Technology Research, vol. 3, no. 3, Oct. 2026, pp. 58-65, https://doi.org/10.54097/jc1bep53.