Author

Guojun Peng

2 papers indexed here

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Preprint Sep 2026

RAMP: Reversing Adversarial Perturbations to Strengthen Clean-Label Backdoor Attacks against Malware Detectors

RAMP is proposed, an attack enhancement method that uses a genetic algorithm to optimize reversed adversarial perturbations under black-box access and then injects them through functionality-preserving binary manipulations, which substantially improves attack effectiveness over trigger-only baselines.

Jin-Wen Xin, Dong-Ni Zhang, Chen-Yang Wang et al. · 0 citations

Review Aug 2026

Beyond the Editing Canvas: Evidence Divergence in OOXML-to-LLM Ingestion

LLM pipelines increasingly ingest Office Open XML (OOXML) documents (Word, Excel, and PowerPoint files) as first-class evidence in financial, compliance, and retrieval-augmented workflows, implicitly assuming semantic integrity: that the evidence consumed by the model matches the content shown in the Microsoft Office s...

Side Liu, Jiangwen Liu, Jingqiang Xin et al. · 0 citations