Faster-WAM: Do World Action Models Need Deep Action Modules?
Faster-WAM improves World Action Models by using a Dock of Transformer (DoT) architecture. It connects a lightweight, single-layer action head to a deep video backbone via KV-Fusion docking and RoPE alignment. This decouples action depth from video depth, significantly reducing latency while maintaining strong control performance across robot benchmarks.