Frequency-enhanced Comprehensive Dependency Attention for Time Series Anomaly Detection. - Haonan Chen; Hongzuo Xu; Songlei Jian; Ruyi Zhang 002; Xingming Li 001; Zibo Yi (ICASSP, 2025)

ToolFiVe: Enhancing Tool-Augmented LLMs via Tool Filtering and Verification. - Hailun Lu; Xingming Li 001; Xuanyu Ji; Zhigang Kan; Qingyong Hu (ICASSP, 2025)

Efficient Hallucination Detection: Adaptive Bayesian Estimation of Semantic Entropy with Guided Semantic Exploration. - Qiyao Sun; Xingming Li 001; Xixiang He; Ao Cheng; Xuanyu Ji; Hailun Lu; Runke Huang; Qingyong Hu (AAAI, 2026)

When AI Meets Early Childhood Education: Large Language Models as Assessment Teammates in Chinese Preschools. - Xingming Li 001; Runke Huang; Yanan Bao; Yuye Jin; Yuru Jiao; Qingyong Hu (AIED (1), 2026)

ENC-Bench: A Benchmark for Evaluating Multimodal Large Language Models in Electronic Navigational Chart Understanding. - Ao Cheng; Xingming Li 001; Xuanyu Ji; Xixiang He; Qiyao Sun; Chunping Qiu; Runke Huang; Qingyong Hu (CoRR, 2026)

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation. - Xixiang He; Qiyao Sun; Ao Cheng; Xingming Li 001; Xuanyu Ji; Hailun Lu; Runke Huang; Qingyong Hu (CoRR, 2026)