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MLLMs can significantly reduce hallucinations and improve reasoning by shifting focus from linguistic shortcuts to causal visual grounding through VIGIL.
Long-term memory doesn't just expand LLMs' knowledge, it also dramatically expands their attack surface: a new black-box attack, ER-MIA, achieves high success rates injecting adversarial memories into LLMs via similarity-based retrieval.
