OMNIFLOW: A Physics-Grounded Multimodal Agent for Generalized Scientific Reasoning

ArXi:2603.15797v1 Announce Type: cross Large Language Models (LLMs) have nstrated exceptional logical reasoning capabilities but frequently struggle with the continuous spatiotemporal dynamics governed by Partial Differential Equations (PDEs), often resulting in non-physical hallucinations. Existing approaches typically resort to costly, domain-specific fine-tuning, which severely limits cross-domain generalization and interpretability.