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LLMs leak uniquely identifiable fingerprints in their attention patterns when processing semantically conflicting prompts, enabling robust provenance verification even after fine-tuning, pruning, or merging.
VLM-based GUI agents are vulnerable to "SlowBA," a backdoor attack that stealthily inflates response times without affecting task accuracy, revealing a new dimension of security risk beyond action correctness.
