2 papers
cs.CR2026
RAMP: Reversing Adversarial Perturbations to Strengthen Clean-Label Backdoor Attacks against Malware Detectors
Jinwen Xin, Dongni Zhang, Chenyang Wang +3
Deep learning-based malware detectors are commonly updated by fine-tuning on newly collected samples, but this practical update pipeline also creates an attack surface for training…
cs.SE2026
Beyond the Editing Canvas: Evidence Divergence in OOXML-to-LLM Ingestion
Side Liu, Jiangpeng Liu, Jinwen Xin +2
LLM pipelines increasingly ingest Office Open XML (OOXML) documents (Word, Excel, and PowerPoint files) as first-class evidence in financial, compliance, and retrieval-augmented wo…