Peng-Wei Wang

This work establishes a skill anti-distillation paradigm for protecting personal privacy and labor autonomy against unauthorized skill distillation, and introduces CounterPersona, which constructs targeted counter-persona evidence, packs compatible behavioral states into compact realization units, and strengthens them through rationale-guided consistency rewriting.