ACTalker is a video diffusion model for generating realistic talking head videos from audio and expression signals. It employs masked selective state spaces modeling to achieve audio-visual synchronization and natural motion in avatar animation. The framework supports both single and multi-signal control for digital human synthesis and is intended for high-quality video generation of talking avatars.