Attacking the Trusted Imagination: Oracle-Level Integrity Attacks on Imagine-then-Act World Models

Linghan Chen, Kaiyan Ji, Minyu Guo

Many recent vision-language-action (VLA) policies adopt an imagine-then-act design. A world-action model (WAM) first imagines a short future as a latent trajectory z~, on which the…