4 papers
MTOS: A LLM-Driven Multi-topic Opinion Simulation Framework for Exploring Echo Chamber Dynamics
Dingyi Zuo, Hongjie Zhang, Jie Ou +2
The polarization of opinions, information segregation, and cognitive biases on social media have attracted significant academic attention. In real-world networks, information often…
PolicyEvolve: Evolving Programmatic Policies by LLMs for multi-player games via Population-Based Training
Mingrui Lv, Hangzhi Liu, Zhi Luo +2
Multi-agent reinforcement learning (MARL) has achieved significant progress in solving complex multi-player games through self-play. However, training effective adversarial policie…
Can LLM be a Good Path Planner based on Prompt Engineering? Mitigating the Hallucination for Path Planning
Hourui Deng, Hongjie Zhang, Jie Ou +1
Spatial reasoning in Large Language Models (LLMs) is the foundation for embodied intelligence. However, even in simple maze environments, LLMs still encounter challenges in long-te…
Social Opinions Prediction Utilizes Fusing Dynamics Equation with LLM-based Agents
Junchi Yao, Hongjie Zhang, Jie Ou +3
In the context where social media emerges as a pivotal platform for social movements and shaping public opinion, accurately simulating and predicting the dynamics of user opinions…