Question about analysis on monotonicity

[TangJiakai]

Should we get the opposite conclusion? i.e., MP_t >= MP_{t+1}

[TangJiakai]

Another question:
Clean samples in this paper seem to only consider positive sample interactions (the calculation of m_t), without considering whether negative sample interactions are clean？