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Qiyu Dai

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Preprint Jul 2026

Steering Robustness into World Action Models via Mechanistic Interpretability and Optimal Control

This work uses mechanistic interpretability to study how robustness-relevant perturbations are represented in WAM activation space and predicts strong steerability in the Cosmos-Policy and DiT4DiT models but weak steerability in LingBot-VA, consistent with steering intervention results.

Jihoon Hong, Julian Skifstad, Qiyu Dai et al. · 1 citation

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