@article{evidencegroundedverifiedagenticreasoning, title = {Evidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel Proofs}, author = {Junyu Ren}, year = {2026}, eprint = {2607.12650}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.12650}, }