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cs.CV2026
Parameter-Efficient Adaptation of a Multi-Stream Vision-Language Framework for Blind Image Quality Assessment
Bishr Omer Adam, Xu Li
Blind image quality assessment (BIQA) predicts perceived image quality without access to a pristine reference and is fundamental to applications such as image compression, transmis…
cs.CL2026
An Ontology-Guided Multi-Anchor Graph Retrieval Framework for Traffic Legal Liability Determination
Xu Li, Shuqi Tian, Xun Han +2
Traffic law liability determination is critical for assigning legal penalties, requiring the simultaneous identification of interdependent statutory provisions across multiple lega…
cs.AI2026
TrafficRAG: A Multimodal RAG Framework for Traffic Accident Liability Determination
Xu Li, Zedong Fu, Xinyi Li +1
Traffic accident liability analysis is a critical yet challenging task in intelligent transportation and legal assistance. Existing methods often suffer from low efficiency, subjec…