WAM-Cache: Staleness-Bounded KV Reuse for Efficient World Action Models

Kai Ding, Yang He, Ruijie Quan +1

World Action Models (WAMs) enable generalist robot manipulation by conditioning an action expert on representations from a pretrained video Diffusion Transformer (DiT). In closed-l…