Transition metal-catalyzed olefin polymerization dominates in the polyolefin field, and we still have limited control over a catalyst's behavior. In addition to traditional steric and electronic modifications, developing new design strategies for transition metal catalysts is highly intriguing and may open avenues for the highly efficient synthesis of new highperformance polyolefins. In this Perspective, recent advances in weak noncovalent interactions including hydrogen bonding, π−π interactions, metal−aryl π-interactions, and electrostatic metal−X interactions (X = heteroatoms) for modulating late transition metal-catalyzed polymerization of olefins are reviewed with an emphasis on their influences on (co)polymerization of olefins. It provides a practical consultation for polymer synthesis chemists that are interested in developing weak noncovalent interaction-assisted polymerization of olefins.