@article{neurosymbolicfinancialreasoningviadeterm, title = {Neuro-Symbolic Financial Reasoning via Deterministic Fact Ledgers and Adversarial Low-Latency Hallucination Detector}, author = {Pedram Agand}, year = {2026}, eprint = {2603.04663}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.04663}, }