@article{fullylearnableneuralrewardmachines, title = {Fully Learnable Neural Reward Machines}, author = {Hazem Dewidar and Elena Umili}, year = {2025}, eprint = {2509.19017}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.19017}, }