Search papers, labs, and topics across Lattice.
Affiliation:
2
0
2
2
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.
RAPID is proposed, a self-referenced latent maximization framework that removes external dependencies and encourages the same model update to induce consistently disruptive effects across training samples, thereby improving reachability and establishing a paradigm for real-time protection against unauthorized distillation in deployed T2I systems.
