A DTMC of injection versus absorption shows that natural decay plus 10% lazy verification and weight penalties forces any bounded adversary's success probability to zero with no utility loss.
Convergence of markov chains for constant step-size stochastic gradient descent with separable functions.SIAM Journal on Applied Dynamical Systems, 24(3):2005–2043,
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The Power of Backdoor Absorption in Community Training
A DTMC of injection versus absorption shows that natural decay plus 10% lazy verification and weight penalties forces any bounded adversary's success probability to zero with no utility loss.