By far the most common past participle is regular geniest. Only this form is correct by standard rules.
Among those speakers who pronounce the verb with a voiceless [s]-sound, some few use the strong participle genossen, which is more properly that of genießen ‎(“to enjoy”). This usage is most often humorous, otherwise quite rare.