“…Doing so allows the SSD controller to try near-optimal V REF values right after the first regular page read, which significantly reduces the average number of read-retry steps (from 6.6 to 1.2). Both of our proposed techniques, PR 2 and AR 2 , can complement the Sentinel-based approach [56] as well as other read-retry mitigation techniques [12, 13, 64-66, 77, 84] that aim to reduce the number of retry steps. First, once the SSD firmware accurately identifies the optimal V REF values using the Sentinel cells, it is possible to reduce the latency of the following retry step(s) using AR 2 , i.e., applying reduced read-timing parameters.…”