RiskProp: Collision-Anchored Self-Supervised Risk Propagation for Early Accident Anticipation. - Yiyang Zou; Tianhao Zhao; Peilun Xiao; Hongyu Jin; Longyu Qi; Yuxuan Li; Liyin Liang; Yifeng Qian; Chunbo Lai; Yutian Lin; Zhihui Li; Yu Wu (CoRR, 2026)

EvA: An Evidence-First Audio Understanding Paradigm for LALMs. - Xinyuan Xie; Shunian Chen; Zhiheng Liu; Yuhao Zhang; Zhiqiang Lv; Liyin Liang; Benyou Wang (CoRR, 2026)