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Abundant research has shown that self‐compassion robustly contributes to adults' psychological well‐being. Meanwhile, a few studies have shown that self‐compassion is rooted in early experiences with parents. However, it is unclear whether interactions with partners and children affect adults' self‐compassion, and the role of their self‐compassion in interactions with significant others. This study examined bidirectional longitudinal relationships between Chinese parents' marital satisfaction, parenting stress, and self‐compassion following a three‐wave longitudinal design. A sample of 322 Chinese father–mother dyads (father's Mage = 35.84, SDage = 5.76; mother's Mage = 34.32, SDage = 5.46) completed a set of questionnaires at three time points. The results showed that marital satisfaction positively predicted the fathers' and mothers' self‐compassion, while parenting stress did not significantly predict the parents' self‐compassion; In contrast, parents' self‐compassion did not significantly predict marital satisfaction or parenting stress. Additionally, there was a bidirectional relationship between marital satisfaction and parenting stress in fathers and mothers. Finally, mothers' marital satisfaction positively mediated the relationship between parenting stress and self‐compassion/next‐stage parenting stress. This study revealed that adults' self‐compassion can develop from caring and supportive relationships, including marital relationships. Highlighting key mechanisms of marital satisfaction, such as increasing self‐compassion and reducing parenting stress, may contribute to the improvement of adults' mental health. [ABSTRACT FROM AUTHOR]