AI RESEARCH

Path Integral Solution for Dissipative Generative Dynamics

arXiv CS.AI

ArXi:2601.00860v2 Announce Type: replace-cross Can purely mechanical systems generate intelligent language? We prove that dissipative quantum dynamics with analytically tractable non-local context aggregation produce coherent text generation, while conservation laws cause fundamental failure. Employing Koopman operators with closed-form path integral propagators, we show irreversible computation fundamentally requires both controlled information dissipation and causal context aggregation.