Generativní agenti pro simulaci sociálního chování
| Thesis title in Czech: | Generativní agenti pro simulaci sociálního chování |
|---|---|
| Thesis title in English: | Generative agents for simulation of social behaviour |
| Key words: | velké jazykové modely|generativní agenti|multi-agentní systémy|sociální chování|umělá inteligence |
| English key words: | large language models|generative agents|multi-agent systems|social behaviour|artificial intelligence |
| Academic year of topic announcement: | 2024/2025 |
| Thesis type: | diploma thesis |
| Thesis language: | |
| Department: | Department of Theoretical Computer Science and Mathematical Logic (32-KTIML) |
| Supervisor: | Mgr. Roman Neruda, CSc. |
| Author: | hidden - assigned and confirmed by the Study Dept. |
| Date of registration: | 14.02.2025 |
| Date of assignment: | 14.02.2025 |
| Confirmed by Study dept. on: | 14.02.2025 |
| Guidelines |
| Generative agents have been proposed recently to enhance traditional rule-based agent paradigm with large language models.
The goal of the thesis is the proposal of generative agent with memory, action selection mechanism, and reasoning capabilities. The student will study recent relevant literature in the field of intelligent agents and generative models, and will propose original generative agent architecture. The design will be implemented and tested on simulations with real-world data based on sociological surveys on communication in small groups of people. |
| References |
| Michael Wooldridge: An Introduction to MultiAgent Systems - Second Edition, May 2009, John Wiley & Sons.
Gao, C., Lan, X., Li, N. et al. Large language models empowered agent-based modeling and simulation: a survey and perspectives. Humanit Soc Sci Commun 11, 1259 (2024). https://doi.org/10.1057/s41599-024-03611-3 Joon Sung Park, Joseph C. O'Brien, Carrie J. Cai, Meredith Ringel Morris, Percy Liang, Michael S. Bernstein: “Generative Agents: Interactive Simulacra of Human Behavior”, 2023; arXiv:2304.03442. Joon Sung Park, Carolyn Q. Zou, Aaron Shaw, Benjamin Mako Hill, Carrie Cai, Meredith Ringel Morris, Robb Willer, Percy Liang, Michael S. Bernstein: “Generative Agent Simulations of 1,000 People”, 2024; arXiv:2411.10109. Ziyi Yang, et al: “OASIS: Open Agent Social Interaction Simulations with One Million Agents”, 2024; arXiv:2411.11581. |