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RSE-Bench is introduced, to the authors' knowledge the first benchmark for evaluating skill self-evolution under ordinary, non-adversarial noise, and a method-agnostic framework supporting consistent noise injection and process diagnostics of actual exposure and skill updates is introduced.
OPIS is introduced, an input-grounded benchmark that strictly anchors the assessment to a fixed set of object instances from the initial observation for evaluating multi-object memory in video world models and demonstrates that preserving the particular object instances in the input is considerably harder than generati...
This work proposes a multimodal automated red team jailbreak method named Hierarchical Atomic Combination Attack (HACA), based on a six-dimensional strategy space, where a cross-modal joint planner is used to select and combine the different atomic jailbreak strategy for subsequent jailbreak command generation.
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