Welcome to The Top AI Papers of the Week (January 12-18). ## 1. Learning Latent Action World Models In The Wild Meta AI researchers address learning world models from in-the-wild videos without requiring explicit action labels, expanding beyond simple robotics simulations and video games to real-world video data with diverse embodiments and uncontrolled conditions. • Latent action learning: The work demonstrates that continuous but constrained latent actions can capture the complexity of…