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Overcoming AI Challenges with Biomimetic Techniques
This chapter examines the difficulties posed by sparse rewards and catastrophic forgetting in machine learning, especially in robotics, and how biomimetic methods can enhance learning efficiency. It advocates for a shift toward neuromorphic approaches, addressing the limitations of traditional deep learning and exploring new frameworks for achieving general-purpose intelligence.