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PhiZero reveals that using physical language for world modeling can significantly enhance reasoning and simulation capabilities compared to traditional pixel-based methods.
Parameter-level defenses against model merging are fundamentally flawed, allowing attackers to exploit their weaknesses with a new Anchor-Guided Attack.
RAG systems can dynamically defend against retrieval corruption with a graph-based energy minimization approach, achieving superior robustness and response quality while slashing storage overhead.
By forecasting compact world dynamics before taking action, DynVLA leapfrogs traditional CoT methods to achieve more informed and physically grounded autonomous driving decisions.
