Neutrinos provide a powerful probe of physics beyond the Standard Model, offering unique opportunities to investigate possible manifestations of quantum gravity through their propagation and oscillations. Such manifestations include violations of Lorentz invariance, modifications of neutrino kinematics, and quantum decoherence effects arising when neutrinos are treated as open quantum systems. In this talk, I will present recent developments in the search for quantum-gravity effects using neutrinos detected by IceCube and KM3NeT.
I will conclude with a brief perspective on the role of Large Language Models (LLMs) in connecting theoretical quantum-gravity models with experimental observables, and their potential to support the exploration of new phenomenological scenarios.