An analytical system for user emotion extraction, mental state modeling, and rating. - Zongru Shao; Rajarathnam Chandramouli; K. P. Subbalakshmi; Constantine T. Boyadjiev (Expert Syst. Appl., 2019)

Modular Multi-Modal Attention Network for Alzheimer's Disease Detection Using Patient Audio and Language Data. - Ning Wang; Yupeng Cao; Shuai Hao; Zongru Shao; K. P. Subbalakshmi (Interspeech, 2021)

NAM: Normalization-based Attention Module. - Yichao Liu; Zongru Shao; Yueyang Teng; Nico Hoffmann (CoRR, 2021)

Global Attention Mechanism: Retain Information to Enhance Channel-Spatial Interactions. - Yichao Liu; Zongru Shao; Nico Hoffmann (CoRR, 2021)

Knowledge-Infused Network with Diverse Sparsity and In-Context Learning for High-Dimensional Tabular Biomedical Data. - Ning Wang; Wenchao Gu; Minghui Wu; Zongru Shao (BIBM, 2024)

MSFT-transformer: a multistage fusion tabular transformer for disease prediction using metagenomic data. - Ning Wang; Minghui Wu; Wenchao Gu; Chenglong Dai; Zongru Shao; K. P. Subbalakshmi (Briefings Bioinform., 2025)

Systematic Evaluation of Machine-Generated Reasoning and PHQ-9 Labeling for Depression Detection Using Large Language Models. - Zongru Shao; Xin Wang; Zhanyang Liu; Chenhan Wang; K. P. Subbalakshmi (CoRR, 2025)