3 papers
cs.RO2025
Causal Reinforcement Learning based Agent-Patient Interaction with Clinical Domain Knowledge
Wenzheng Zhao, Ran Zhang, Ruth Palan Lopez +2
Reinforcement Learning (RL) faces significant challenges in adaptive healthcare interventions, such as dementia care, where data is scarce, decisions require interpretability, and…
cs.AI2025
Data-to-Dashboard: Multi-Agent LLM Framework for Insightful Visualization in Enterprise Analytics
Ran Zhang, Mohannad Elhamod
The rapid advancement of LLMs has led to the creation of diverse agentic systems in data analysis, utilizing LLMs' capabilities to improve insight generation and visualization. In…
cs.AI2025
Integrating Reinforcement Learning and AI Agents for Adaptive Robotic Interaction and Assistance in Dementia Care
Fengpei Yuan, Nehal Hasnaeen, Ran Zhang +5
This study explores a novel approach to advancing dementia care by integrating socially assistive robotics, reinforcement learning (RL), large language models (LLMs), and clinical…