Hydrogel nanoparticles can be synthesized using several methods including chemical cross-linking, physical cross-linking, and radiation cross-linking. The choice of method depends on the desired properties and applications. For instance, chemical cross-linking involves covalent bonds, while physical cross-linking relies on non-covalent interactions like hydrogen bonds or ionic interactions.