الباحثون

Songze Li

المنشورات 2

نسخة أولية وصول مفتوح

Purifying Backdoored Large Vision-Language Models by Removing Hijacked Directions

Bojun Yang, Haochen Zhou, Zhifang Zhang وآخرون · 2026

Large vision-language models (LVLMs) are increasingly deployed in safety-critical applications, yet they remain vulnerable to backdoor attacks. Defending against such attacks remains costly, as existing methods require either extensive retraining on clean data or per-query intervention at inference time. To address thi …

نسخة أولية وصول مفتوح

From Sharp Eyes to Expert Mind: Internalizing Expert Knowledge in MLLMs for Tampered Text Detection

Kaiqing Lin, Songze Li, Shen Chen وآخرون · 2026

Tampered Text Detection (TTD) is essential for safeguarding document authenticity in security-critical workflows. Existing expert models are effective at capturing subtle manipulation traces but often generalize poorly across diverse document domains, while Multimodal Large Language Models (MLLMs) offer stronger semant …

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