The autistic‐developed monotropism account suggests that atypical, domain‐general attentional hyper‐focus on interests is a central aspect of autism, but domain‐general attention differences in autism can manifest differently. Prior research suggests autistic children are often slow to disengage attention from stimuli—a pattern often called “sticky attention”—and that they can show reduced novelty preference. These attentional patterns could influence sensory experiences and learning. We used eye‐tracking to investigate novelty preference and “sticky attention” in young autistic children; we also examined whether attentional patterns were related to cognitive abilities and caregiver‐reported sensory responsiveness. A total of 46 autistic and 28 nonautistic participants, aged between 2 and 4 years, provided usable data. We found no evidence that autistic children exhibited greater “sticky attention” than nonautistics, but “sticky attention” in autism was associated with more caregiver‐reported sensory hyper‐responsiveness, seeking/interests, and enhanced perception. Autistic children also nonsignificantly trended toward exhibiting reduced novelty preference. Unexpectedly, the time‐course of this trending novelty preference difference implied it was not driven by reduced orienting to novelty, but increased returning to already‐familiarized stimuli: what we call “springy attention.” Exploratory analyses of data from the attentional disengagement task suggest autistic participants may have exhibited greater “springy attention,” though further research with paradigms optimized for measuring this construct should confirm this. Importantly, “springy attention” was robustly related to reduced cognitive abilities and greater caregiver‐reported hypo‐responsiveness. Thus, this study illuminates two distinct domain‐general attentional patterns, each with distinct correlates in young autistic children, which could have important implications for understanding autistic children's learning, development, and experiences.