Qing Zhou

Integrated network toxicology, machine learning, molecular docking, single-cell transcriptomics and experimental validation to elucidate mechanism of polyethylene terephthalate microplastics contributing to intervertebral disc degeneration

Xiaokai Tang, Mingyu Zhu, Bo Gao, Qing Zhou, Wei Qin, Xi Chen

TD-DPO: Difference-Aware Preference Optimization for Mitigating Sycophancy in Clinical Autism Intervention Dialogue

Shuzhong Lai, Junhong Lai, Chenxi Li, Qing Zhou, Haifeng Li, Gang Pan, et al.

The sycophancy of large language models can increase the safety risk in intervention dialogue for autistic children. Supervised fine-tuning can somewhat reduce sycophancy, but relying solely on positive examples is often insufficient to identify and correct failure patterns. We o…Read more

Learning social norms enhances compatibility in dynamic human-AI coordination

Yi Yang, Siyuan Liu, Xin Gao, Huamu Sun, Chao Liu, Qing Zhou, et al.

Humans continuously coordinate with others in dynamic interactions, often through implicit, hard-to-quantify social norms that act as shared tacit expectations among interacting agents. As AI agents, including large language models (LLMs), become embedded in daily life, they incr…Read more