X's Day: Personality-Driven Virtual Human Behavior Generation

Overview

Explore a novel framework for generating personality-driven behaviors for virtual humans in 3D environments, using hierarchical structures and large language models to create responsive, contextually appropriate daily activities.

Syllabus

• Introduction to Virtual Human Behavior Generation
Understanding Virtual Humans in 3D Environments
Importance of Personality-Driven Behaviors
Overview of Popular Frameworks and Models
• Basics of Personality Psychology
Introduction to Personality Traits
The Big Five Personality Traits Model
Mapping Personality Traits to Virtual Behaviors
• Hierarchical Structures for Behavior Modeling
Understanding Hierarchical Models
Leveraging Hierarchical Structures in AI
Case Studies of Hierarchical Models in Virtual Agents
• Introduction to Large Language Models (LLMs)
Overview of LLMs and Their Capabilities
Applications of LLMs in Natural Language Processing
Integrating LLMs with 3D Behavior Generation
• Designing Daily Activities for Virtual Humans
Framework for Contextually Appropriate Activities
Mechanisms for Responsiveness to Virtual Environments
Tools and Platforms for Simulating Daily Routines
• Implementation Strategies
Selecting the Right Models for Personality Simulation
Bridging LLMs with Hierarchical Behavior Systems
Tools and Software for Development and Simulation
• Evaluation and Tuning of Virtual Human Behavior
Metrics for Assessing Behavior Appropriateness
User Testing and Iterative Improvement
Case Studies of Successful Implementations
• Ethical and Social Considerations
Ethical Use of Virtual Humans
Addressing Bias in AI-Driven Behaviors
Future Directions and Social Implications
• Final Project
Designing and Presenting a Personality-Driven Virtual Human
Incorporating Learned Principles to Generate Daily Behavior
Presentation and Peer Review
• Course Wrap-up and Future Learning Paths
Recap of Key Concepts
Additional Resources and Continued Learning Opportunities
Networking and Collaboration in Virtual Human Development

Subjects

Computer Science