A Detailed comparisons with related work

In Table 1, we compare our agnostic learning results. Our results in this setting come from Theorem 3.3. We note that the sample complexity for Diakonikolas et al. To prove Lemma 3.5, we use the following result of Y ehudai and Shamir [35]. We first consider the case when σ satisfies Assumption 3.1.