Background: Although past research highlights the impact of self-efficacy on university students’ learning motivation, examining potential links with specific types of learning conformity is limited. The current study examined associations between Chinese university students’ perceived self-efficacy and learning conformity across different types of learning motivation.Methods: A total of 339 Chinese university students were surveyed using the General Self-Efficacy Scale and the Learning Conformity Scale. Multiple regression models were constructed to focus on the mechanisms of general self-efficacy on learning conformity. Results: (1) There are three types of learning conformity: learning abidance, learning obedience, and learning compliance. (2) General self-efficacy has a negative effect on learning obedience. In contrast, it positively affects learning abidance and learning compliance. (3) The general self-efficacy of girls is lower than that of boys. Still, girls are more likely to be motivated to learn compliance than boys. Conclusions: The study reveals that it is essential to stimulate students’ motivation to learn abidance to love learning from the inside out; to improve girls’ self-efficacy; to raise students’ awareness of self-respect and self-development; and to encourage self-approval in public institutions.