Exploration of network centrality in goal conditioned reinforcement learning

• Main Author: Sharma Divyansh
• Other Authors: Arvind Easwaran
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Reinforcement learning; Goal conditioned reinforcement learning; Policy gradient algorithms; Network centrality
• Online Access: https://hdl.handle.net/10356/175302
• Institution: Nanyang Technological University

This final year project explores the domain of Goal Conditioned Reinforcement Learning (GCRL) with a particular focus on addressing the challenges presented by sparse reward environments, common in real-world scenarios. The paper begins by laying a solid foundation in the basic principles of Reinfor...