3 papers
cs.AI2026
From Stateless to Situated: Building a Psychological World for LLM-Based Agents
Boning Zhao, Yutong Hu, Xinnuo Li
In psychological support and emotional companionship scenarios, the core limitation of large language models (LLMs) lies not merely in response quality, but in their reliance on lo…
cs.HC2025
LEKIA: Expert-Aligned AI Behavior Design for High-Risk Human-AI Interactions
Boning Zhao, Yutong Hu, Xinnuo Li
Large language models (LLMs) have demonstrated technical accuracy in high-risk domains, such as mental health support and special education. However, they often fail to meet the nu…
cs.HC2025
Human Empathy as Encoder: AI-Assisted Depression Assessment in Special Education
Boning Zhao, Xinnuo Li, Yutong Hu
Assessing student depression in sensitive environments like special education is challenging. Standardized questionnaires may not fully reflect students' true situations. Furthermo…