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Lossless Anti-Distillation Sampling

cs.LG · 2026-05-12 · unverdicted · novelty 5.0

LADS is a sampling method that keeps benign user generations statistically identical to the original model while forcing correlated samples across a distiller's multiple accounts, provably worsening their generalization via uniform convergence bounds.

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  • Lossless Anti-Distillation Sampling cs.LG · 2026-05-12 · unverdicted · none · ref 18

    LADS is a sampling method that keeps benign user generations statistically identical to the original model while forcing correlated samples across a distiller's multiple accounts, provably worsening their generalization via uniform convergence bounds.